{"found":50731,"hits":[{"document":{"authors":[{"affiliation":[{"id":"https://ror.org/0153tk833","name":"University of Virginia"}],"contributor_roles":[],"family":"Turner","given":"Stephen D.","url":"https://orcid.org/0000-0001-9140-9028"}],"blog":{"authors":[{"name":"Stephen Turner"}],"community_id":"382941a7-2ffa-41df-8bbb-5f772188517f","created":1780876800,"current_feed_url":null,"description":"A practicing data scientist's take on AI, genomics, biosecurity, and the ways AI is reshaping how science gets done. Weekly updates from the field. Occasional notes on programming.","favicon":"https://rogue-scholar.org/api/communities/382941a7-2ffa-41df-8bbb-5f772188517f/logo","feed_format":"application/rss+xml","feed_url":"https://blog.stephenturner.us/feed","filter":null,"generator":"Substack","home_page_url":"https://blog.stephenturner.us","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"stephenturner","status":"active","subfield":"1311","title":"Paired Ends","updated":1782853644,"use_api":null},"blog_name":"Paired Ends","blog_slug":"stephenturner","content_html":"<p>Anthropic released <a href=\"https://claude.com/product/claude-science\">Claude Science</a> today, a desktop app that runs analyses on your own machine claiming that it can trace every step from raw data to finished figure. Read Anthropic's <a href=\"https://www.anthropic.com/news/claude-science-ai-workbench\">blog post here</a>, or <a href=\"https://www.statnews.com/2026/06/30/anthropic-release-claude-science-ceo-dario-amodei/\">this story in STAT+</a> if you have a subscription.</p><p>I took it for a test drive to do a literature review, and for another little project that involved data collection and analysis that I've been putting off for well over a year. It went off and worked on its own for a couple hours without intervention. While it didn't one-shot everything I had in mind, it's definitely a step change in how I'd have previously approached this little project.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>What Anthropic says about Claude Science</h2><p><em>Screenshots in this section are from Anthropic's blog post.</em></p><p>I've watched enough \"AI for science\" launches turn out to be a chat window with a biology system prompt. I tried to read into the blog post to see what parts that go past that. There are a few.</p><p>Provenance. When the app makes a figure, it attaches the code that produced it, the environment it ran in, a plain-language account of what it did, and the full message history that led there. This makes it sound like you can open a plot from months ago, see exactly how it was made, then ask it to drop the gridlines or switch an axis to log scale and watch it edit its own code. I.e., docs and chat logs attached to the artifact itself. Nothing revolutionary here, but some nice cohesion that my stack currently lacks.</p><p>Reviewer agent. While an analysis runs, a separate agent checks the outputs and flags bad citations, numbers it can't trace to a source, and figures that don't match the code that generated them, correcting as it goes. I.e., one agent producing and another checking, aimed at the part of comp bio where mistakes are hardest to catch and most expensive to ship.</p><p>It runs where your data already lives. Looks like you can install it on your laptop, a lab Linux box, or an HPC login node, and it writes and submits jobs over SSH. The Python and R kernels persist across the session.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!6TMF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 424w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 848w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1272w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp\" width=\"1881\" height=\"1090\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1090,&quot;width&quot;:1881,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:228044,&quot;alt&quot;:&quot;Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.\" title=\"Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.\" srcset=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 424w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 848w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1272w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>Claude Science is pre-configured for genomics, single-cell, proteomics, and cheminformatics, connecting to 60+ scientific databases out of the box.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 424w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 848w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1272w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp\" width=\"1881\" height=\"1092\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1092,&quot;width&quot;:1881,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:329334,&quot;alt&quot;:&quot;Image showing how Claude comes pre-configured for scientific work&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"Image showing how Claude comes pre-configured for scientific work\" title=\"Image showing how Claude comes pre-configured for scientific work\" srcset=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 424w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 848w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1272w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>Trying it out for myself</h2><p><em>Screenshots in this section are my own.</em></p><p>I wanted to get a closer look at this before I start my <a href=\"https://blog.stephenturner.us/p/ai-dry-july\">AI Dry July</a>. I downloaded and signed in. It'll ask you which connectors you want to use, and which skills you want to enable.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!B5HB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 424w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 848w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1272w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png\" width=\"1456\" height=\"589\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/db93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:589,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1069146,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 424w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 848w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1272w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>It suggested a few things it could do for me. It suggested I let it run a literature search on AI and biosecurity, focusing on dual-use and human uplift. I also prompted it with a question of my own that would involve collecting data and doing some analysis.</p><p>Results below, but first off, I'll note that it started chewing through my session limits <em>very</em> quickly. There's a handy update to the Usage section that shows you which sessions are using prose/tools tokens the most. I burned through my 5 hour limit with two prompts, and ate about another $50 in extra usage. Which is actually incredibly cheap relative to the time it would have taken me to do some of what it did here for me.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!DuIG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 424w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 848w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1272w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png\" width=\"836\" height=\"487\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/eaee799f-5025-4f2c-91f7-70e725acf632_836x487.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:487,&quot;width&quot;:836,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:75308,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 424w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 848w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1272w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h3>Literature review: AI x Biosecurity</h3><p>When I logged in Claude Science suggested I let it run a literature search on AI and biosecurity, focusing on dual-use and human uplift. I said sure, and it wrote a prompt for me. </p><blockquote><p>Conduct a comprehensive meta-analysis of literature at the intersection of AI and biosecurity to identify key themes, gaps, and implications for research in this emerging area.</p></blockquote><p>It started writing some code to search through OpenAlex, then ran that code, made some plots, and gave me back some spreadsheets of papers to look through, as well as a report (not really a meta-analysis) summarizing the state of the field, recent trends, geographical analysis, etc.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!X1ah!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 424w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 848w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1272w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png\" width=\"1202\" height=\"1228\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1228,&quot;width&quot;:1202,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:295184,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 424w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 848w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1272w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>Some results and artifacts:</p><div class=\"file-embed-wrapper\" data-component-name=\"FileToDOM\"><div class=\"file-embed-container-reader\"><div class=\"file-embed-container-top\"><image class=\"file-embed-thumbnail-default\" src=\"https://substackcdn.com/image/fetch/$s_!0Cy0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Fattachment_icon.svg\"></image><div class=\"file-embed-details\"><div class=\"file-embed-details-h1\">Ai Biosecurity Corpus</div><div class=\"file-embed-details-h2\">242KB \u2219 XLSX file</div></div><a class=\"file-embed-button wide\" href=\"https://blog.stephenturner.us/api/v1/file/b56e9faa-1f3a-4b6c-85a8-71bf2b3510e6.xlsx\"><span class=\"file-embed-button-text\">Download</span></a></div><a class=\"file-embed-button narrow\" href=\"https://blog.stephenturner.us/api/v1/file/b56e9faa-1f3a-4b6c-85a8-71bf2b3510e6.xlsx\"><span class=\"file-embed-button-text\">Download</span></a></div></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!dP1G!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 424w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 848w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1272w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png\" width=\"1456\" height=\"580\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:580,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:201104,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 424w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 848w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1272w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!IIRM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png\" width=\"1456\" height=\"643\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/65161030-b610-47fa-9788-755de431b51b_3716x1641.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:643,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:356219,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!BlLR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 424w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 848w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1272w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png\" width=\"1456\" height=\"550\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:550,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:242937,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 424w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 848w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1272w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h3>IUCN red list analysis by taxonomy</h3><p>When writing <a href=\"https://rdcu.be/ewG5R\">this paper</a> that was published at Nature Reviews Biodiversity, In an earlier draft, I wrote something to the effect of species on the IUCN red list can be \"downgraded\" to less threatened categories (e.g., critically endangered to endangered, endangered to vulnerable). An astute reviewer picked up on this and called me out on it \u2014 if I'm going to say such a thing, I'd need to back that up with some actual data or analysis.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;30c7887e-7063-4bb6-a54a-011db1472c8e&quot;,&quot;caption&quot;:&quot;I'm thrilled to share the publication of our new paper published today in Nature Reviews Biodiversity:&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Genome engineering in biodiversity conservation and restoration&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-07-18T09:27:45.232Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!vLWA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F035af2ed-2267-4305-95ae-b35edc238bba_1403x1145.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/genome-engineering-biodiversity-conservation&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:167712532,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:3,&quot;comment_count&quot;:0,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>I never had the time to do this analysis, so I just deleted the line and submitted the paper without any analysis. But I always thought it would have been interesting. Are particular taxa \"downgraded\" more than other taxa? How does this differ over time and geography? How might those downgradings correlate or anti-correlate with loss of genetic diversity, as we discussed in the paper?</p><p>I gave it some rough guidance:</p><blockquote><p>I'd like to pull some data from the IUCN API and do some summary analysis on trends in categorization by taxonomy class, preferably using R</p></blockquote><p>And set it to work. </p><p>It started poking around the IUCN API using R, inside an R notebook running in my browser that I could interact.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!SPTP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 424w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 848w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1272w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png\" width=\"1209\" height=\"1226\" 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srcset=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 424w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 848w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1272w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>It then presented me with an analysis plan for my approval.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!URyt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 424w, https://substackcdn.com/image/fetch/$s_!URyt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 848w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png\" width=\"796\" height=\"1014\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1014,&quot;width&quot;:796,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:238453,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 424w, https://substackcdn.com/image/fetch/$s_!URyt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 848w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>After this it continued for about 2 hours<a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-1\" href=\"#footnote-1\" target=\"_self\">1</a> until it got all the data and finished the first round of the analysis, complete with a few hundred lines of R code in an ipynb that I could go in and run in the browser. I'm showing a few of the results of the analysis below, along with parts of the narrative.</p><div><hr></div><h4>Snapshot: who is most threatened now</h4><p>Across all data-sufficient species, <strong>31.8% are threatened</strong> (VU+EN+CR). The threat is concentrated in <strong>plants, lichens, and several invertebrate groups</strong>, not the charismatic vertebrates:</p><ul><li><p><strong>Cycads (Cycadopsida) are the most threatened large class on Earth \u2014 69% of assessed species.</strong> Lichens (60%), mosses (60%), ferns/clubmosses (~45%), and flowering plants (43\u201345%) follow.</p></li><li><p>The best-assessed vertebrates sit much lower: <strong>birds 11%, ray-finned fishes 15%</strong> \u2014 and because birds/mammals are essentially completely assessed, those figures are population-level truths, while most plant/invertebrate percentages are \"of what's been assessed so far.\"</p></li><li><p><strong>Data deficiency</strong> is its own signal: sea cucumbers (66% DD), cephalopods (56%), and earthworms (54%) are groups where status is largely unknown.</p></li></ul><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!DoFs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 424w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 848w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1272w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png\" width=\"1456\" height=\"1310\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1310,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:252068,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 424w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 848w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1272w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!lco3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 424w, https://substackcdn.com/image/fetch/$s_!lco3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 848w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1272w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png\" width=\"1456\" height=\"1238\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1238,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:234385,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 424w, https://substackcdn.com/image/fetch/$s_!lco3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 848w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1272w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h4>Temporal: are categories getting worse?</h4><p>Comparing each species to itself (earliest vs. latest global assessment, 36,492 taxa):</p><ul><li><p><strong>Sharks and rays (Chondrichthyes) show the clearest deterioration</strong> \u2014 30.5% uplisted vs. 8.1% downlisted (net +139 species), and the largest within-cohort risk increase (+0.35). Corals and cycads also show genuine net worsening.</p></li><li><p><strong>Important caveat:</strong> several classes (amphibians, dicots, mammals) show <em>net \"improvement\"</em> in raw numbers, but this is almost certainly <strong>not real recovery</strong> \u2014 raw category changes mix genuine status change with non-genuine reclassification (taxonomic revisions, improved knowledge, criteria changes). IUCN's official Red List Index, which isolates genuine change, shows net deterioration for the comprehensively-assessed groups. The robust genuine signal here is the sharks-and-rays decline.</p></li></ul><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!8DNA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 424w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 848w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1272w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png\" width=\"1456\" height=\"2184\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2184,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:306599,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 424w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 848w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1272w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>What I showed above is only a few lines of the analysis and results I've gotten. I'm reserving the rest of the story for a paper I'd love to eventually write once I get time to come back to this to meticulously verify everything it did for me here. I also need to step in and steer the analysis a bit. Taking a quick glance through some of the code it produced I can tell it made some choices here that I probably wouldn't have made.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>What does Claude Science mean for science?</h2><p>Claude Science is landing at an interesting time, just after <a href=\"https://blog.stephenturner.us/i/198822549/4-natures-ai-scientists-week-and-the-editorial-pushback\">several recent high profile AI co-scientist papers published in Nature</a>, and with several federal funders' signals pointing the same direction. And, interestingly, on the same day that OpenAI introduces <a href=\"https://openai.com/index/introducing-genebench-pro/\">GeneBench-Pro</a>.</p><p>ARPA-H's <a href=\"https://arpa-h.gov/explore-funding/programs/igor\">IGoR program</a>, which <a href=\"https://arpa-h.gov/explore-funding/programs/igor/teaming#:~:text=University%20of%20Virginia%20School%20of%20Data%20Science,-Contact\">we proposed to</a>, wants an AI-driven, interoperable research system with standardized protocols and a marketplace of validated labs, cloud labs included, that execute experiments and feed results back into models, with a stated goal of producing validated knowledge much faster than we manage now. Just last week DARPA's Biological Technology Office put out a <a href=\"https://sam.gov/workspace/contract/opp/f95b52cedf5848bda4817b663f2926f7/view\">request for information on advancing autonomous science for biological applications</a>, asking the field where the real bottlenecks are. The request is for input, not money, but it's clear where DARPA is headed. The agencies funding the next decade of biology are betting on autonomy.</p><p>I don't read any of this as the scientist getting written out. I think the thing that'll work will keep a live, fleshy, real-life person deciding which question is worth asking and whether a result that looks interesting actually is. My short test drive made that concrete. Claude Scientist automated collecting the data and running the analysis, and then in just a brief glance through the narrative and code, I caught the spots where it had assumed something I wouldn't have.</p><p>Claude Science and other tools that will surely follow it raise the ceiling on what a single scientist can attempt. A grad student who can fold a protein and kick off a deep database/literature search before lunch is probably working on harder problems than the one who couldn't. That's the bet I hope we can hold funders and toolmakers to: build systems that <strong>make researchers more capable, not less necessary,</strong><a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-2\" href=\"#footnote-2\" target=\"_self\">2</a> and keep the researcher in the catbird seat where ultimate judgment and decisionmaking happens.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-1\" href=\"#footnote-anchor-1\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">1</a><div class=\"footnote-content\"><p>Noting that the majority of this time was waiting around for getting data from the IUCN API. The code it wrote put in some delays / sleeps to be nice to the API. It noted this in the thinking traces, and told me that it would take periodic snapshots in Parquet files while it continued gathering data. Note that this time was mostly waiting around, it wasn't burning tokens for hours.</p></div></div><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-2\" href=\"#footnote-anchor-2\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">2</a><div class=\"footnote-content\"><p>I pulled the \"more capable, not less necessary\" line straight out of the <a href=\"https://sam.gov/workspace/contract/opp/248766efd32d4e92981c06d00a889122/view\">ARPA-H IGoR solictation</a>, Appendix A. I love that line, and I'm stealing it from you, ARPA-H. </p><p></p></div></div>","doi":"https://doi.org/10.59350/8sha9-60h85","guid":"204311585","image":"https://substackcdn.com/image/fetch/$s_!6TMF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"d718q-sq306","summary":"Anthropic released Claude Science today. I tried it out for an AIxBio literature review and for an analysis using the IUCN Red List API with R.","tags":["AI"],"title":"Test Driving Claude Science","updated_at":1782854931,"url":"https://blog.stephenturner.us/p/test-driving-claude-science","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"family":"Clark","given":"Rosa Morais"},{"contributor_roles":[],"family":"Korzec","given":"Kornelia","url":"https://orcid.org/0000-0002-4632-5228"}],"blog":{"authors":[{"name":"Crossref Staff"}],"community_id":"093ada45-3a02-4007-b8b6-be28f221e01d","created":1780876800,"current_feed_url":null,"description":"Recent content in Blog on Crossref","favicon":"https://rogue-scholar.org/api/communities/093ada45-3a02-4007-b8b6-be28f221e01d/logo","feed_format":"application/atom+xml","feed_url":"https://www.crossref.org/blog/feed.xml","filter":null,"generator":"Hugo","home_page_url":"https://www.crossref.org/blog/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.64000","relative_url":null,"secure":null,"slug":"crossref","status":"active","subfield":"1710","title":"Crossref Blog","updated":1782852224,"use_api":null},"blog_name":"Crossref Blog","blog_slug":"crossref","content_html":"<p>Our 2026 Community Update took place on 13 May. Two calls, one for the eastern and one for the western time zone, highlighted how our global community is growing, how we're refining the metadata that supports trust in the scholarly record, and connecting records more effectively through our latest tools.</p>\n<h3 id=\"operations-governance-and-a-growing-membership\">Operations, governance, and a growing membership</h3>\n<p>Our Chief Operating Officer, Lucy Ofiesh and Executive Director, Ed Pentz, opened each session with an update on operations and governance, starting with the Principles of Open Scholarly Infrastructure (POSI). We adopted POSI in 2020. Recently, the Principles were updated by a group of adopters, following a community consultation, and four new principles were added: periodic review of purpose and community value; transparent operations as a distinct principle; refined guidance on financial reserves; and attention to volunteer labour and transition planning.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What changes in 2.0\" showing three sections: governance, sustainability, and insurance, each with icons and bullet-pointed policy changes.\" src=\"https://www.crossref.org/images/blog/2026/POSI_2.0.jpg\" width=\"75%\"/>\n</figure>\n<p>Infrastructure organisations can use POSI to assess themselves and demonstrate to the community how they're adhering to the principles, which support forkability, long-term sustainability, open assets, and transparent, community-led governance. We published a biannual report  on how we measure up against them, so we'll publish our next self-audit against the new set at the end of 2026, which is under discussion and preparation now.</p>\n<p><a href=\"https://www.crossref.org/operations-and-sustainability/\">Financially</a>, we're in good shape. With so many new members joining every month, our revenue grew 8% last year, while expenses came in 3% under budget, and Content Registration was up 13% year-on-year at the end of March, well above our long-term average of around 7%. We've used our operating surplus to build up and maintain a reserve fund of 12-months of operating expenses, which matters for long-term sustainability. We use additional surplus funds beyond our reserves to reinvest in our mission and community.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What changes in 2.0\" showing three sections: governance, sustainability, and insurance, each with icons and bullet-pointed policy changes.\" src=\"https://www.crossref.org/images/blog/2026/financial-performance-midyear2026.jpeg\" width=\"75%\"/>\n</figure>\n<p>If you're a member and want a say in how we're governed, the <a href=\"https://doi.org/10.64000/8k7hf-14t52\" target=\"_blank\">call for board nominations</a> opened in May. Seven seats are up this year, one large and six small, and any member can stand. Voting runs for around five weeks, one vote per member, regardless of size. Last year, just 6% of members voted, and we'd like to see that increase. The call for expressions of interest is now closed for 2026, and candidates will be announced by our Nominating Committee in the coming months in advance of the election and annual meeting, which will be held on 22nd October 2026.</p>\n<p>Robbykha Rosalien and Maryna Kovalyova from our membership team then took us through the membership picture. We're now 25,000 organisational members from 167 countries, with around 51% based in Asia. The majority of our new members are universities, scholar-led publishers, societies, small journal publishers, and government agencies. We have help from 140 <a href=\"https://www.crossref.org/community/sponsors/\" target=\"_blank\">sponsoring organisations</a> and 42 <a href=\"https://www.crossref.org/community/ambassadors/\" target=\"_blank\">ambassadors</a>, and we're grateful for all the support they offer our members.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Slide titled \"Scale of Crossref\" summarizing Crossref's reach: 25,000 members across 167 countries, 183 million DOI metadata records, 1.4 billion DOI resolutions per month, and 2.1 billion monthly metadata queries.\" src=\"https://www.crossref.org/images/blog/2026/scale-of-crossref-midyear2026.jpg\" width=\"75%\"/><figcaption>\n<p>The metadata corpus and its use have grown alongside the community</p>\n</figcaption>\n</figure>\n<p>Turning to new members, over 3,000 have joined from 142 countries since the last community update. 54% are from Asia, with Indonesia accounting for 17.5% of the total and India next at 9.5%. We continue to have members joining from the US and the UK, and we also have over 100 new members from Turkiye, with strong growth in Brazil and Pakistan as well.</p>\n<p>January 2026 brought a major change with the introduction of a new fee tier for members with annual revenue or expenses (whichever is higher) of under USD 1,000. Since then, 40% of the new members joined under this new tier. 40% of our new members identify themselves as publishers and 40% as universities or scholarly organisations, with plenty of societies (13%), governmental agencies or NGOs (4%), and others, such as hospitals. The most popular publishing platform choice among the new members remains Open Journal Systems by PKP at 55%, with 30% saying they have no platform, and WordPress (4%) and Scholastica (2%) following. Notably, we're working with PKP this year to help members transition to OJS 3.5, which supports richer metadata.</p>\n<p>We also extended our <a href=\"https://www.crossref.org/community/special-programs/gem-program/\">Global Equitable Membership (GEM) program</a> at the start of the year to include 18 additional countries. GEM offers Crossref membership and Content Registration without any fees. Since the last community update, we've gained our first members in Haiti, South Sudan, and Niger, and 20% of all independent members who have joined since then are GEM-eligible.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"New communities joining thanks to the Global Equitable Membership Program (GEM)\" with a Crossref GEM graphic, flags for Haiti, South Sudan, and Niger, and a link to the GEM webpage.\" src=\"https://www.crossref.org/images/blog/2026/gem-new-communities.jpg\" width=\"75%\"/>\n</figure>\n<h3 id=\"introducing-the-member-practices-working-group\">Introducing the Member Practices Working Group</h3>\n<p>Our Membership Director, Amanda Bartell, introduced our new <a href=\"https://www.crossref.org/working-groups/member-practices/\">Member Practices Working Group</a> with a reminder of Crossref's role in preserving the <a href=\"https://www.crossref.org/community/special-programs/research-integrity/\">Integrity of the Scholarly Record (ISR)</a>. We've always aimed to keep barriers to membership as low as possible, because the best way to support a healthy scholarly ecosystem is to make metadata about published content as open and transparent as possible. That openness lets members demonstrate their practices through metadata, signalling trustworthiness to the scientific community as a whole, and when practices fall short, the metadata itself can surface those issues. Our member terms already make the importance of accurate metadata clear: if the community identifies inaccurate metadata, we can suspend or revoke membership. That is a last resort, and our first approach is always to contact the member, explain the problem, and work with them to get the metadata record corrected.</p>\n<p>But what if the reports we receive from the community don't relate to metadata, and instead to the member's broader practices? This is an increasing issue, and it has been unclear how and when we should respond.</p>\n<p>In consultation with our board, we updated <a href=\"https://www.crossref.org/membership/terms/\">our member terms</a> last year and added an obligation for members to comply with a set of published member practices. The role of the working group is to draft this set of practices and provide clear guidelines on what we expect of Crossref members. In rare situations where issues can't be resolved, the Member Practices will provide the basis for acting decisively, including suspending or revoking membership.</p>\n<p>The <a href=\"https://www.crossref.org/operations-and-sustainability/membership-operations/member-practices\">Crossref Member Practices Working Group</a> brings together differently sized members from different regions, metadata users, bibliometricians, and scholarly sleuths. Once drafted, we'll take the Member Practices out for community consultation, with a board vote expected at their November meeting. It's particularly important to us that the practices are achievable for all types of members, and we don't want to create any extra barriers to entry or to continue membership for less experienced or less well-resourced members.</p>\n<h3 id=\"crossref-member-practices-working-group\">Crossref Member Practices Working Group:</h3>\n<ul>\n<li>Rene Aquarius, Radboud University</li>\n<li>Guntram Bauer, Human Frontiers Science Program</li>\n<li>Dorothy Bishop, University of Oxford</li>\n<li>Gaelle Bequet, ISSN International</li>\n<li>Oscar Donde, Pan Africa Journal</li>\n<li>Jason Hu, Taylor and Francia and United2Act</li>\n<li>Kihong Kim, Korean Council for Science Editors</li>\n<li>Leslie McIntosh, Digital Science</li>\n<li>Adya Misra, Sage Publishing</li>\n<li>Katharina Reick, Austrian Research Council (FWF)</li>\n<li>Leena Shah, DOAJ</li>\n<li>\u00c9milie Lavall\u00e9e-Funston, University of Bristol and Co-chair of Transfer Standing Committee</li>\n<li>Jennifer Wright, Cambridge University Press and COPE Council Member</li>\n<li>Jiayi Xu, Bon View Publishing and COPE Council Member</li>\n</ul>\n<p>The working group considered a few themes related to title-ownership disputes. They include making clearer the distinction between the journal owner and the journal publisher.</p>\n<p>To seek feedback from the community on those emerging themes, Amanda ran two live polls during the call. One of her questions was: for the records you register with Crossref, are you the journal owner, the nominated publisher, or a bit of both? 45% of respondents said a bit of both, with the journal owner as the next most popular response, and the nominated publisher after that. The second poll asked whether the phrase \"nominated publisher\" accurately describes what those of you in that role do. The result suggested it is broadly acceptable, though we'd still like to hear how you'd phrase it if not.</p>\n<h2 id=\"metadata-schema\">Metadata schema</h2>\n<p>Patricia Feeney and Helena Cousijn from our programs and services team walked us through a year of schema work and what's coming next. <a href=\"https://www.crossref.org/documentation/schema-library/metadata-deposit-schema-5-4-0/\">Schema 5.4</a> was released in March 2025 with three key features: typed citations, version numbers, and preprint status.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Schema 5.4 adoption\" noting the March 2025 release, with 23 prefixes using typed citations and 25 prefixes using version numbers. Adoption is increasing, especially for preprints and version records.\" src=\"https://www.crossref.org/images/blog/2026/schema-5.4.jpg\" width=\"75%\"/>\n</figure>\n<p>Typed citations give members the chance to indicate in the metadata what type of citation it is, so when an article cites a dataset, it's now possible to explicitly say so. So far 23 DOI prefixes are using typed citations, so adoption is starting, and we'd really like to see it grow. If this is something you think is useful for you, please <a href=\"https://www.crossref.org/documentation/schema-library/markup-guide-metadata-segments/references/#00182\">take a look</a>, or reach out, and we'll help you get started.</p>\n<p>Version numbers, which 25 DOI prefixes now use and mostly for preprints, let you indicate different versions. We're not yet seeing much use for articles or other record types, which we'd like to encourage. Notably, when you're registering new versions of the same record, there's no separate content registration fee, as long as you include the relationship in the metadata so our billing code can identify it as a version.</p>\n<p>Preprint status lets you indicate that a preprint has been retracted or withdrawn, for example.</p>\n<p>Earlier this year, we added the ability to include grant DOIs in funding metadata. When you register metadata for any research output, you can now include the persistent identifier to indicate which grant funded the work. As the number of grants registered as part of the <a href=\"https://www.crossref.org/services/grant-linking-system/\">Grant Linking System</a> by our funder members grows (with now <a href=\"https://doi.org/10.64000/wvk7x-4b139\" target=\"_blank\">over 200,000 grant DOIs in existence</a>), this dedicated new field provides an opportunity for members registering works resulting from the funding to unambiguously identify the grants that funded the work and to establish the connection between grants and the outputs\u2014the entire goal of the global Research Nexus of multilateral relationships that we're building. The grant DOI links to a full grant record, including funding type, project information, investigator details, funder and program/schema details, and institutional relationships.</p>\n<p>We're working on Schema 5.5. The main thing we know many of you have been waiting for is support for the <a href=\"https://credit.niso.org/\" target=\"_blank\">CRediT taxonomy</a> and its 14 contributor roles. We're also enabling multiple roles for a single contributor, and within the Crossref vocabulary, which we still support, it will be possible to specify the corresponding author.</p>\n<p>After 5.5 comes the update to our dedicated grant schema. Grant Schema 0.3.0 adds the ability to indicate that a grant was awarded to an institution (via a ROR affiliation ID), reflects that roles can change over time, and adds support for a persistent project identifiers, <a href=\"https://www.raid.org/\" target=\"_blank\">RAiD</a> \u2013 a service that functions as a project identifier to indicate how a grant relates to one or more projects.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Also coming soon: Grants 0.3.0\" describing goals to improve grant and project metadata, including institutional grant recipients, changing roles over time, and support for RAiD project identifiers.\" src=\"https://www.crossref.org/images/blog/2026/grants0.3.0.jpg\" width=\"75%\"/>\n</figure>\n<p>We're also deprecating older schema versions. We're supporting over 27 at the moment, which is too many and not helpful to members. The fundamental structures need updating, and we also need to tighten some of our requirements to obtain better and more complete metadata. We started the project at the end of last year, and we'll be saying goodbye to a set of versions at the end of this year. Everyone using those versions has already been contacted, so if this concerns you, you should have heard from us. The project continues over the coming years, and we'll work on deprecating other Schema 4 versions, so that by the end, we'll only be supporting the different Schema 5 versions and the upcoming Schema 6. We'll notify everyone impacted and let you know how to transition.</p>\n<p>Once 5.5 and the grant schema are out, we'll start working on remodelling contributor names, which is a really big project.  A proposed model was circulated for feedback in May. The same update will also work on statements, currently for funding, acknowledgments, ethics, accessibility, AI use, data availability, copyright, and conflict of interest.</p>\n<h2 id=\"tools-and-demos\">Tools and demos</h2>\n<h3 id=\"funder-matching-rebuilt-around-ror\">Funder matching, rebuilt around ROR</h3>\n<p>Dominika Tkaczyk and Jason Portenoy from our technology and data science team gave an update on the <a href=\"https://www.crossref.org/community/special-programs/metadata-matching/\">Metadata Matching work</a>, framed around the vision of the Research Nexus: a rich and open network of relationships connecting organisations, people, outputs, and activities within the scholarly record. First up for the project is funder matching, and Dominika and Jason took us through the new methodology and progress on implementing the work.</p>\n<p>Funding metadata involves three main entities: funders, grants, and research outputs. Organisations are identified by Open Funder Registry (OFR) IDs or ROR IDs, and research grants and outputs have DOIs. These entities should be linked in order for provenance and attribution to be determined, which is important for evidence but also for things like research assessment and compliance.</p>\n<p>The three entities: Funding and academic organisations\u2192recipients are awarded grants\u2192 repositories and publishers  support outputs.</p>\n<p>In practice, many of those relationships are missing when metadata is deposited. The new Crossref funder matching identifies the funding organisation from the name in the metadata and, when successful, inserts the correct organisation identifier, disambiguating the relation between the research output and its funder. Applying matching over the years has added around 2.8 million funder identifiers to records, shrinking the gap.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What happens now\" showing a pie chart of funder assertions in Crossref metadata, including 23M Funder IDs deposited by members, 9.7M with no Funder ID, and 2.8M Funder IDs automatically matched.\" src=\"https://www.crossref.org/images/blog/2026/what-happens-now.jpg\" width=\"75%\"/>\n</figure>\n<p>So why rebuild what we already have? Two reasons. We're committed to supporting <a href=\"https://ror.org/\" target=\"_blank\">ROR</a> more deeply across our services, and as part of that, we want to switch to ROR IDs as the main identifier for funders. Second, our current funder matching is part of our legacy system, which lacks transparency, thorough evaluation, or flexibility.</p>\n<p>The new strategy is part of <a href=\"https://www.crossref.org/community/special-programs/metadata-matching/\">our metadata matching project</a>. The core architecture is built, and the new strategy has been tested; we're now adding features such as sending redeposits, with more testing later this quarter and a release aimed for around the middle of the year. After that, we'll move on to a grant-matching workflow to link outputs to grant records where that link is missing.</p>\n<p>They closed with a <a href=\"https://crossref-funder-matcher-demo.netlify.app/\" target=\"_blank\">live demo</a> covering four cases. Starting with a simple example of Wellcome, which matched cleanly because the input name matched the official organisation name exactly, they then moved on to more complex examples, showing increasing discrepancies between the input and the name variant in ROR, yet the strategy still resolved it. However, some names are not possible to match in this way, such as the  \"Faculty of Arts and Social Sciences,\" which is a very generic name that many organisations might use as part of their structure. That matters too: the strategy recognises when no match should be returned, limiting the level of incorrect information that might be introduced into the metadata.</p>\n<figure class=\"img-responsive\"><img alt=\"Flowchart showing the Funder Matcher process: start, normalize funder name, detect country information, retrieve candidate ROR organizations, filter unlikely matches, score candidates, check whether any score is above the threshold, then either select the best candidate and verify country consistency to return a match, or return no match.\" src=\"https://www.crossref.org/images/blog/2026/funder-matcher.png\" width=\"75%\"/>\n</figure>\n<h3 id=\"data-citations-api-endpoint\">Data citations API endpoint</h3>\n<p>Martyn Rittman who heads up our Research Nexus development, and Panos Pandis from our technology team introduced the new <a href=\"https://api.crossref.org/beta/datacitations\" target=\"_blank\">data citations API endpoint</a>. It exposes data citations from deposited metadata, with over 700,000 included so far. Among all the reference information we hold, individual data citations are difficult to pick out, and there's a specific community interest in them, so we've put them together and made them available through a dedicated API.</p>\n<p>Data citations can be included in two parts of a metadata record: references  and relationships. We look for links to datasets registered with a Crossref DOI or a DataCite DOI. <a href=\"https://www.crossref.org/documentation/retrieve-metadata/data-citations/\">Documentation can be found here</a>.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Data citations per day / member\" with two bar charts showing daily data citation counts in March 2026 and data citations by member, where a few members account for the highest citation volumes.\" src=\"https://www.crossref.org/images/blog/2026/data-citations-per-day-member.jpg\" width=\"75%\"/>\n</figure>\n<p>Through March 2026, we typically collected 400 to 600 data citations per day, with some variation, especially on weekends. The new endpoint is still in beta, and we invite feedback: is it useful, what would make it more useful, and what should we do next? Let us know <a href=\"https://community.crossref.org/\" target=\"_blank\">on the forum</a>.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Design\" showing the data citations service architecture: doi.org/doiRA, Crossref REST API, and DataCite API feed a data citations agent, with caching, DragonflyDB storage, a Postgres database, a data citations API, and users.\" src=\"https://www.crossref.org/images/blog/2026/design.jpg\" width=\"75%\"/>\n</figure>\n<h3 id=\"metadata-manager-new-content-types-coming\">Metadata Manager: new content types coming</h3>\n<p>Lena Stoll, who heads up our community trends program and Patrick Vale from technology took us through <a href=\"https://manage.crossref.org/records\" target=\"_blank\">Metadata Manager</a>. We retired the legacy interface at the end of last year and replaced it with a more modern and flexible helper tool for record registration. It's already in use by an increasing number of members for grants and journal article records.</p>\n<p>A recent addition is a search field, where you can enter the DOI of any supported record (currently a journal article or a grant) and edit it directly, if you have permissions. We've also added fields to the journal article registration form to include relationship metadata, which is key to building the Research Nexus.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What's new in the new Metadata Manager?\" showing an edit record screen where users can search by DOI or select a previously submitted record to edit and resubmit.\" src=\"https://www.crossref.org/images/blog/2026/new-metadata-manager.jpg\" width=\"75%\"/>\n</figure>\n<p>Plenty more is coming. The new Metadata Manager will expand to support books and chapters, conference proceedings, reports, dissertations, and post-publication updates over the next few months. The interfaces follow a similar workflow: a page or two of work-level metadata, optionally chapter, or paper, or series metadata if applicable, a review step, and submission. We want to keep them as simple and usable as possible.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Coming soon: support for additional work types\" showing Metadata Manager screens for registering records, with a dropdown of work types and a book registration form.\" src=\"https://www.crossref.org/images/blog/2026/mm-coming-soon.jpg\" width=\"75%\"/>\n</figure>\n<p>We hope that the post-publication update form will be welcomed by our members, as it will enable registration of retractions, corrections, and expressions of concern without any knowledge of XML. Lena and Patrick walked through a live demo of a retraction notice end-to-end. The system checks that the DOI being retracted exists, and any errors surface right away rather than later by email. We're <a href=\"https://community.crossref.org/t/feedback-on-new-helper-tool\" target=\"_blank\">collecting feedback on the new tools</a> on the forum.</p>\n<p>The team also shared an update for institutions that use <a href=\"https://dspace.lyrasis.org/\" target=\"_blank\">DSpace</a> \u2013 its next version (version 10), will include a Crossref integration that lets you register Crossref metadata and DOIs automatically for content such as dissertations hosted in your DSpace repository.</p>\n<h2 id=\"looking-ahead\">Looking ahead</h2>\n<h3 id=\"a-new-service-providers-program\">A new Service Providers Program</h3>\n<p>Madhura Amdekar shared our plans to launch a new version of the Crossref Service Providers Program later this year. Service providers are hosting platforms, manuscript submission systems, XML or metadata providers, and general publisher service organisations that work with our members to create, register, or display metadata on their behalf. They're key partners in promoting metadata best practices, and we're looking forward to collaborating with these organisations more closely. The program will not charge any fees; it will offer certification in two tiers, depending on the depth of integration with Crossref services.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Goals of the new program\" outlining goals for richer metadata and collaboration with service providers, followed by service provider commitments including staying current, giving feedback, documenting workflows, promoting best practices, and ensuring DOIs resolve correctly.\" src=\"https://www.crossref.org/images/blog/2026/Sp-goals-committments.jpg\" width=\"75%\"/>\n</figure>\n<p>Service providers commit to staying up to date with Crossref services and policies, sharing feedback, providing information about their service offerings and metadata workflow documentation, promoting metadata best practices, making reasonable efforts to accommodate changes to our schema and other services, and ensuring that clients' DOIs continue to resolve to relevant content and landing pages.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Crossref Service Provider tiers\" showing a table comparing Basic and Advanced tiers. Both tiers include core metadata registration, DOI resolution, support, communication, and large-scale updates; Advanced adds richer metadata delivery, latest schema support, Crossref service integrations, and shared workflows or test environments.\" src=\"https://www.crossref.org/images/blog/2026/sp-provider-tiers.png\" width=\"75%\"/>\n</figure>\n<p>We'd really like to hear from you: which service providers in this space would you like to see as part of the new program? Drop suggestions <a href=\"https://community.crossref.org\" target=\"_blank\">on the forum</a> or get in touch with us directly.</p>\n<p>Thanks to our speakers and to everyone who joined, asked questions, and voted in the polls. <a href=\"https://doi.org/10.13003/845631leuujn\" target=\"_blank\">Recordings and slides are available</a>, and the conversation continues on <a href=\"https://community.crossref.org\" target=\"_blank\">our community forum</a>.</p>\n<p>We're planning our #Crossref2026 annual meeting and board election on 22 October. What would help you join the discussions? Vote in the poll, or share your thoughts in the comments.</p>\n<p>See you at the next one.</p>","doi":"https://doi.org/10.64000/ns8n5-9kq46","guid":"https://doi.org/10.64000/ns8n5-9kq46","image":"https://www.crossref.org/images/blog/2026/POSI_2.0.jpg","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"y5x3r-asp57","summary":"Our 2026 Community Update took place on 13 May. Two calls, one for the eastern and one for the western time zone, highlighted how our global community is growing, how we're refining the metadata that supports trust in the scholarly record, and connecting records more effectively through our latest tools.","tags":["Community","Community Call","Content Registration","Crossref","Meetings"],"title":"Building, refining, and connecting: summary of our May 2026 Community Update","updated_at":1782852468,"url":"https://www.crossref.org/blog/building-refining-and-connecting-summary-of-our-may-2026-community-update/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"name":"The Geneva Learning Foundation"}],"blog":{"authors":null,"community_id":"7e26491f-41c6-4665-9088-5aa6643a1ba8","created":1731196800,"current_feed_url":null,"description":"Learning to make a difference","favicon":"https://rogue-scholar.org/api/communities/7e26491f-41c6-4665-9088-5aa6643a1ba8/logo","feed_format":"application/atom+xml","feed_url":"https://redasadki.me/feed/atom/","filter":null,"generator":"WordPress","home_page_url":"https://redasadki.me/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"redasadki","status":"active","subfield":"3304","title":"Reda Sadki","updated":1782838729,"use_api":true},"blog_name":"Reda Sadki","blog_slug":"redasadki","content_html":"<p class=\"has-text-align-left wp-block-paragraph\"><a href=\"https://redasadki.me/?p=23969\">English</a> | <strong>Fran\u00e7ais</strong></p>\n<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:903,&quot;href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/j\\/86517960688&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/webinar\\/register\\/WN_QxyRxifKQFedPC6mBmjoAQ?_x_zm_rtaid=jYYHPqfySXGVWbxPhaeO9Q.1778174418364.f87a83488235397cdbd5dbd2af15002f\\u0026_x_zm_rhtaid=4&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:164,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/redasadki&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:845,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/charlotte-mbuh-2b565298&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:204,&quot;href&quot;:&quot;https:\\/\\/www.learning.foundation\\/climate-fr&quot;,&quot;archived_href&quot;:&quot;http:\\/\\/web-wp.archive.org\\/web\\/20250813124052\\/https:\\/\\/www.learning.foundation\\/climate-fr&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-05 05:54:43&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-09 01:31:34&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-12 21:31:49&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-16 17:06:07&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-20 19:04:40&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-25 19:37:20&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-30 02:16:56&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-03 20:40:12&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-10 21:36:41&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-01-15 11:29:38&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-19 22:33:39&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-24 19:08:21&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-29 08:28:13&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-02-02 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class=\"wp-block-paragraph\">Bonjour,</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous le voyez&nbsp;: le changement climatique nuit &agrave; la sant&eacute; de votre communaut&eacute;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Le jeudi 2&nbsp;juillet 2026, vous &ecirc;tes invit&eacute; &agrave; rencontrer des professionnels de sant&eacute; qui agissent d&eacute;j&agrave;.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/86517960688\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"RESERVEZ VOTRE PLACE\"><strong>R&Eacute;SERVEZ</strong> VOTRE PLACE<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Apportez un d&eacute;fi que le climat provoque dans votre travail.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous pourriez repartir avec une r&eacute;ponse d&eacute;j&agrave; test&eacute;e par des coll&egrave;gues.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Que font les professionnels de sant&eacute; quand la route vers le centre est inond&eacute;e, quand le centre est plus chaud que jamais, quand plus de personnes tombent malades, plus souvent qu&rsquo;avant&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette s&eacute;ance porte sur ces solutions locales, celles que les professionnels de sant&eacute; utilisent d&eacute;j&agrave; pour sauver des vies.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Les personnes qui les ont partag&eacute;es, venues de plus de 60&nbsp;pays, seront nos invit&eacute;s d&rsquo;honneur.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Les participants auront acc&egrave;s &agrave; notre <a href=\"https://redasadki.me/2026/05/26/nouvelles-perspectives-health-workers-are-leading-community-responses-to-climate-change-impacts-on-health/\">nouveau rapport sur l&rsquo;action locale</a> face &agrave; l&rsquo;impact de la crise climatique sur la sant&eacute;, et aux <a href=\"https://redasadki.me/2026/05/26/climate-change-and-health-14-recommendations-for-health-workers-national-planners-and-global-partners/\">14&nbsp;recommandations surprenantes</a> pour le personnel de terrain, les planificateurs et les partenaires mondiaux.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud83d\udde3\ufe0f <strong>Cette lettre d&rsquo;information est interactive</strong>. Partagez votre exp&eacute;rience partout o&ugrave; vous voyez cette ic&ocirc;ne.</span></p>\n\n\n\n<p class=\"wp-block-paragraph\">Sinc&egrave;res salutations,</p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https://www.linkedin.com/in/redasadki/\">Reda Sadki</a> et <a href=\"https://www.linkedin.com/in/charlotte-mbuh-2b565298/\">Charlotte Mbuh</a><br /><strong>La Fondation Apprendre Gen&egrave;ve</strong></p>\n\n\n\n<p class=\"wp-block-paragraph\">P.-S. Dites-nous ce que vous pensez de cette lettre d&rsquo;information. Cela prend deux minutes, et cela fa&ccedil;onne le prochain num&eacute;ro.</p>\n\n\n\n<h3 class=\"wp-block-heading\"><em>La lettre d&rsquo;information du Scholar de la Fondation Apprendre Gen&egrave;ve, num&eacute;ro 5 (2&nbsp;juillet 2026)</em></h3>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Le changement climatique nuit &agrave; la sant&eacute; de votre communaut&eacute;&nbsp;: un guide pratique pour agir</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/19/what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-guide-to-the-certificate-peer-learning-programme-for-leadership-in-climate-change-and-health/\">Lisez le <strong>guide pratique</strong> pour voir ce que vous pouvez faire en tant que professionnel de sant&eacute;</a></p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/c27156-0562-e4a1-f8aa-374ceb7ae1a8_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Vous voyez les pluies arriver t&ocirc;t, le centre de sant&eacute; chauffer, et plus de personnes tomber malades plus souvent. Ce guide vous montre ce que vous pouvez faire, l&agrave; o&ugrave; vous &ecirc;tes, avec ce que vous avez. Vous pouvez commencer cette semaine.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-accent-3-background-color has-background wp-element-button\" href=\"https://www.learning.foundation/climate-fr\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE LE PROGRAMME MAINTENANT\"><strong>REJOIGNEZ</strong> LE PROGRAMME MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd6 Pourquoi votre travail pendant la derni&egrave;re inondation compte&nbsp;: trois ans d&rsquo;action sur le climat et la sant&eacute;</h3>\n\n\n\n<p class=\"wp-block-paragraph\">Quand la temp&ecirc;te a inond&eacute; les routes &agrave; Bomaka, au Cameroun, une sage-femme nomm&eacute;e <strong>Geh Raphaela Agwa</strong> a sauv&eacute; des jumeaux lors d&rsquo;une pr&eacute;sentation du cordon, puis elle a &eacute;crit ce qu&rsquo;elle avait fait. Ses voisins avaient d&eacute;j&agrave; creus&eacute; les caniveaux pour que les voitures puissent passer. Ni elle ni eux n&rsquo;ont attendu qu&rsquo;une politique leur dise comment faire.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette nouvelle synth&egrave;se relit trois ans de travail qui traitent des r&eacute;cits comme le sien comme une preuve, et non comme une simple anecdote. Elle rassemble ce que les professionnels de sant&eacute; en Afrique, en Asie et en Am&eacute;rique latine voient et font, &agrave; une &eacute;chelle qu&rsquo;aucune enqu&ecirc;te n&rsquo;avait atteinte, et le leur rend comme base pour agir. C&rsquo;est la r&eacute;ponse la plus claire &agrave; ce jour &agrave; une question qui d&eacute;cide si votre savoir est entendu&nbsp;: pourquoi ce que vous observez chaque jour est-il qualifi&eacute; d&rsquo;anecdotique, alors que c&rsquo;est vous qui &eacute;tiez l&agrave;&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/16/lessons-in-resilience-what-health-workers-in-africa-asia-and-latin-america-know-and-do-in-response-to-worsening-climate-change-impacts-on-their-communities/\">D&eacute;couvrez pourquoi l&rsquo;exp&eacute;rience de terrain est la couche manquante de la riposte au climat et &agrave; la sant&eacute;</a></p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Climat et sant&eacute;&nbsp;: l&rsquo;&eacute;v&eacute;nement vous montre ce qui est possible, cette nouvelle formation vous aide &agrave; le faire</h2>\n\n\n\n<p class=\"wp-block-paragraph\">La s&eacute;ance du 2&nbsp;juillet dure une heure. Cette nouvelle formation est l&rsquo;endroit o&ugrave; vous poussez plus loin votre propre d&eacute;fi, &agrave; votre rythme, avec des pairs qui portent le m&ecirc;me.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous &ecirc;tes peut-&ecirc;tre l&rsquo;infirmi&egrave;re qui a vu les pluies arriver t&ocirc;t, l&rsquo;agent de sant&eacute; communautaire qui marche plus loin pour de l&rsquo;eau potable, ou le responsable qui reconstruit un centre que le vent a emport&eacute;. Les situations diff&egrave;rent. La question est la m&ecirc;me. Que pouvez-vous faire, l&agrave; o&ugrave; vous &ecirc;tes, avec ce que vous avez&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\">C&rsquo;est la premi&egrave;re formation par les pairs sur les impacts du changement climatique sur la sant&eacute;, construite &agrave; partir du rapport et avec le r&eacute;seau REACH de plus de 4&nbsp;000&nbsp;organisations locales. Vous parcourez ce que des pairs ont fait en urgence, ce qu&rsquo;ils ont fait pour se pr&eacute;parer, et comment ils ont associ&eacute; la communaut&eacute;. Vous repartez avec des &eacute;tapes concr&egrave;tes pour votre propre territoire.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32183\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE CETTE CERTIFICATION MAINTENANT\"><strong>REJOIGNEZ</strong> CETTE CERTIFICATION MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Dites-nous une chose que vous faites face au changement climatique et &agrave; la sant&eacute;. Votre r&eacute;ponse pourrait &ecirc;tre celle qu&rsquo;un coll&egrave;gue recherche.</p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd6 Utilisez l&rsquo;intelligence artificielle pour dialoguer avec 1&nbsp;000&nbsp;professionnels de sant&eacute; face au climat</h3>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8f768de-858b-6ace-a0a-0b140cc2f647_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Le rapport s&rsquo;intitule <em>Teach to Reach 11: Actions locales face &agrave; l&rsquo;impact du changement climatique sur la sant&eacute;</em>. Des professionnels de sant&eacute; en Afrique, en Asie et en Am&eacute;rique latine l&rsquo;ont &eacute;crit, 100&nbsp;d&rsquo;entre eux en d&eacute;tail, dans 19&nbsp;pays. Ils ont r&eacute;pondu &agrave; trois questions simples&nbsp;: que s&rsquo;est-il pass&eacute;, qu&rsquo;avez-vous fait, et comment avez-vous su que cela marchait.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Trois constats reviennent dans chaque pays. Le changement climatique aggrave des maladies d&eacute;j&agrave; connues, sans en inventer de nouvelles&nbsp;: le signal est donc dans le paludisme, le chol&eacute;ra et la malnutrition que vous suivez d&eacute;j&agrave;. Les communaut&eacute;s organisent leurs propres ripostes, de 17&nbsp;mani&egrave;res document&eacute;es. Et les personnes les plus proches du danger sont les moins visibles dans la conversation mondiale sur la recherche et les politiques.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Prenez Yopougon, en C&ocirc;te d&rsquo;Ivoire. Konan Kouam&eacute; Georges et son &eacute;quipe n&rsquo;ont pas attendu qu&rsquo;une directive change. Quand la dengue a suivi les pluies en 2023, ils sont pass&eacute;s d&rsquo;un rapport hebdomadaire &agrave; un rapport quotidien. C&rsquo;est un petit changement &agrave; lire. C&rsquo;est un grand changement &agrave; faire, et le genre que les syst&egrave;mes officiels mettent des ann&eacute;es &agrave; recommander.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous pouvez mettre cette intelligence collective au travail d&egrave;s maintenant.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/16/talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do-about-climate-change-and-health/\">Posez une question &agrave; notre interface d&rsquo;intelligence artificielle</a> en langage simple, comme &laquo;&nbsp;qu&rsquo;ont dit les professionnels de sant&eacute; de mon pays au sujet des inondations&nbsp;?&nbsp;&raquo;, et vous obtenez une r&eacute;ponse compl&egrave;te et fiable.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udf0d Premiers secours psychologiques&nbsp;: <span>le p&ocirc;le national des Pays-Bas pour la sant&eacute; mentale et le soutien psychosocial</span></h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/013ade1-00aa-ba12-a5a-faf0817a00ba_20260611.23732.the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">LOOP, le p&ocirc;le national des Pays-Bas pour la sant&eacute; mentale et le soutien psychosocial, a rejoint le r&eacute;seau europ&eacute;en pour les premiers secours psychologiques (PFA), construit par plus de 2&nbsp;000&nbsp;praticiens avec le soutien de La Fondation Apprendre Gen&egrave;ve. D&eacute;sormais, les personnes qui soutiennent les enfants d&eacute;plac&eacute;s aux Pays-Bas peuvent apprendre de coll&egrave;gues en Ukraine et ailleurs. &laquo;&nbsp;Les professionnels qui soutiennent les enfants touch&eacute;s par les crises humanitaires et les conflits arm&eacute;s ne devraient jamais &ecirc;tre seuls&nbsp;&raquo;, a d&eacute;clar&eacute; Charlotte Mbuh, directrice des programmes de la Fondation.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Le besoin est vaste et l&rsquo;aide est rare. Environ 45&nbsp;% des personnes d&eacute;plac&eacute;es d&rsquo;Ukraine aux Pays-Bas se disent en mauvaise sant&eacute; mentale. Seules 7&nbsp;% environ ont vu un psychologue. Un travailleur social peut suivre plus de cent r&eacute;sidents.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong>D&eacute;couvrez <a href=\"https://redasadki.me/2026/06/11/the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-psychological-first-aid/\">comment ce partenariat a vu le jour</a>.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Bundibugyo&nbsp;: vos coll&egrave;gues de la riposte ont besoin de vous maintenant</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/25a783-2f7f-f873-32ce-e7ad783dcf_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">La premi&egrave;re certification par les pairs sur la maladie &agrave; virus Bundibugyo est ouverte, parce que les personnes qui combattent la flamb&eacute;e en R&eacute;publique d&eacute;mocratique du Congo et en Ouganda ont besoin les unes des autres &agrave; l&rsquo;int&eacute;rieur. Si vous avez travaill&eacute; sur une riposte &agrave; Ebola, notez la seule chose que vous auriez aim&eacute; savoir, l&agrave; o&ugrave; un intervenant pourra la lire cette semaine.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32222\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE CETTE CERTIFICATION MAINTENANT\"><strong>REJOIGNEZ</strong> CETTE CERTIFICATION MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Dans cette flamb&eacute;e, plus de la moiti&eacute; des personnes qui tombent malades sont des femmes et des filles. Une <a href=\"https://redasadki.me/2026/06/22/rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in-the-democratic-republic-of-congo-and-uganda/\">analyse rapide selon le genre</a> explique ce que cela change pour la riposte, et pourquoi cela ne peut pas attendre.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Vous l&rsquo;avez manqu&eacute;&nbsp;?</strong> D&eacute;couvrez comment <a href=\"https://redasadki.me/2026/06/15/virus-bundibugyo-un-reseau-de-soignants-congolais-tissent-des-liens-de-riposte-et-de-resilience/\">des soignants congolais apprennent les uns des autres</a> en construisant leur riposte.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udde3\ufe0f Bient&ocirc;t&nbsp;: au Togo, une d&eacute;cennie d&rsquo;apprentissage par les pairs a fait grandir des carri&egrave;res</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Palenfo Gnourfateon</strong>, un responsable de longue date de la Fondation, &eacute;tait &agrave; Lom&eacute; pour une enqu&ecirc;te sur la rougeole quand il a r&eacute;uni tous les Scholars qu&rsquo;il pouvait joindre. Reda Sadki s&rsquo;est connect&eacute; pour dire un rapide bonjour. Il est rest&eacute; les 119&nbsp;minutes enti&egrave;res, car la salle &eacute;tait devenue le t&eacute;moignage de ce qu&rsquo;une d&eacute;cennie d&rsquo;apprentissage par les pairs construit.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Winiga Koudema</strong> est un clinicien p&eacute;diatrique au Togo. Il est devenu directeur de district puis d&rsquo;h&ocirc;pital sans formation en &eacute;pid&eacute;miologie. Pendant la COVID-19, un coll&egrave;gue lui a envoy&eacute; le lien d&rsquo;une formation de la Fondation. Les formations l&rsquo;ont men&eacute; &agrave; un dipl&ocirc;me de troisi&egrave;me cycle, puis au conseil, puis &agrave; un poste permanent &agrave; l&rsquo;Organisation mondiale de la Sant&eacute;. &laquo;&nbsp;C&rsquo;est pour moi l&rsquo;occasion de vraiment me relancer&nbsp;&raquo;, a-t-il dit.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Manzama-Esso Kola</strong> est un sociologue venu &agrave; la vaccination par le travail sur le VIH. Une formation de 2019 sur la triangulation des donn&eacute;es a chang&eacute; sa pratique. Il a &eacute;crit un manuel, form&eacute; les responsables du suivi dans 39&nbsp;organisations, et il coordonne aujourd&rsquo;hui une plateforme que la division de la vaccination consulte. &laquo;&nbsp;Nous sommes un acteur reconnu et consult&eacute; en vaccination&nbsp;&raquo;, a-t-il dit.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Ce ne sont pas des carri&egrave;res qui se sont &eacute;loign&eacute;es du terrain. Elles y sont entr&eacute;es plus profond&eacute;ment. C&rsquo;est le pari du r&eacute;seau Scholar&nbsp;: que l&rsquo;apprentissage vit &agrave; l&rsquo;int&eacute;rieur des personnes qui font tourner le syst&egrave;me, et qu&rsquo;il dure. Comme l&rsquo;a dit Palenfo &agrave; la cl&ocirc;ture de la s&eacute;ance, &laquo;&nbsp;une fois Scholar, toujours Scholar&nbsp;&raquo;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f <a href=\"https://redasadki.me\"><strong>Consultez</strong> le blog de Reda Sadki</a> pour trouver l&rsquo;article complet.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Ce que les professionnels de sant&eacute; savent d&eacute;j&agrave; sur la m&eacute;nopause</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/170cb12-5c34-6e4e-8ad8-683a4fa7e5_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">La premi&egrave;re formation mondiale par les pairs sur la m&eacute;nopause pour les professionnels de sant&eacute; a ouvert le 22&nbsp;juin, construite avec Menoglobal. Ses premiers jours ont montr&eacute; tout ce que les professionnels de sant&eacute; portent d&eacute;j&agrave;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Interrog&eacute;e sur ce que la m&eacute;nopause &eacute;voque, une membre d&rsquo;un comit&eacute; de sant&eacute; communautaire au Costa Rica a repris une expression de la m&eacute;decine traditionnelle, &laquo;&nbsp;le second printemps&nbsp;&raquo;, et a &eacute;crit&nbsp;: &laquo;&nbsp;Cela me donne de l&rsquo;espoir et de la paix, car je traverse cette transition.&nbsp;&raquo; Une assistante sociale en sant&eacute; en Afrique a r&eacute;pondu en un mot&nbsp;: &laquo;&nbsp;silence.&nbsp;&raquo; Le savoir &eacute;tait l&agrave;. Il attendait un langage.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f Vous serez surpris par <a href=\"https://redasadki.me/2026/06/28/menopause-what-health-workers-already-know-in-their-own-words/\">ce qu&rsquo;ils ont partag&eacute; la premi&egrave;re semaine</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Partagez une le&ccedil;on, une r&eacute;ussite ou un d&eacute;fi au sujet de la m&eacute;nopause. Vos mots peuvent aider un coll&egrave;gue qui n&rsquo;en a pas encore.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\u270d\ufe0f Des lectures qui valent votre temps</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/c60031-ece8-0730-0c-22f31b22f451_20260527.23635.global-health-architecture-what-are-we-missing.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Quelques lectures r&eacute;centes de <strong>Reda Sadki</strong> et <strong>Charlotte Mbuh</strong>, de La Fondation Apprendre Gen&egrave;ve, si vous avez dix minutes entre deux r&eacute;unions.</p>\n\n\n\n<p class=\"wp-block-paragraph\">La<strong> 79<sup>e</sup> Assembl&eacute;e mondiale de la Sant&eacute;</strong> a ouvert un processus formel pour r&eacute;former la gouvernance de la sant&eacute; mondiale. Dans un poste de sant&eacute; du nord du Nig&eacute;ria, <strong>Mariam</strong> attend, et l&rsquo;article demande <a href=\"https://redasadki.me/2026/05/27/global-health-architecture-what-are-we-missing/\">qui manque dans la salle</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Lors d&rsquo;une heure de Teach to Reach le 4&nbsp;juin 2026, un patient suspect&eacute; d&rsquo;Ebola est entr&eacute; dans un centre de sant&eacute; en Ouganda et <strong>le personnel a recul&eacute;</strong>, sans formation et sans &eacute;quipement de protection. Ce moment ouvre le r&eacute;cit de <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-what-we-do-when-there-is-fear-in-every-health-worker-article-2-of-3/\">ce que font les professionnels de sant&eacute; quand la peur est dans la salle</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Un micro tendu pour &ecirc;tre c&eacute;l&eacute;br&eacute;e, une enseignante nig&eacute;riane a saisi ce moment pour <strong>avouer un probl&egrave;me qu&rsquo;elle ne peut pas r&eacute;soudre</strong>&nbsp;: ses &eacute;tudiants lui ont demand&eacute; d&rsquo;arr&ecirc;ter parce que la chaleur rendait toute r&eacute;flexion impossible. <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-honoring-tglfs-scholars-as-leaders-article-3-of-3/\">Honorer les Scholars, c&rsquo;&eacute;tait entendre cela aussi</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faiza Rabbani</strong> se trouvait dans un dispensaire de village au Pendjab quand une jeune femme est pass&eacute;e devant elle en plein travail, sans &eacute;quipement et sans mots pour ce qui lui arrivait. C&rsquo;est le genre de cas <a href=\"https://redasadki.me/2026/05/30/teach-to-reach-newborn-care-a-baby-with-no-equipment-a-woman-with-no-words-article-3-of-4/\">&agrave; partir duquel la formation sur les soins au nouveau-n&eacute; a &eacute;t&eacute; construite</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Choisissez-en une.</p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1c Ce qui arrive ensuite&nbsp;: un nouveau cadre de leadership nomme le travail pour lequel vous n&rsquo;avez jamais &eacute;t&eacute; form&eacute;, pr&eacute;sent&eacute; le 2&nbsp;juillet</h3>\n\n\n\n<p class=\"wp-block-paragraph\">Vous avez r&eacute;solu le refus d&rsquo;une communaut&eacute; de se faire vacciner. Vous avez maintenu un service quand le budget a manqu&eacute;. Vous avez n&eacute;goci&eacute; un passage s&ucirc;r dans une zone de conflit. Personne ne vous a appris tout cela, et cela n&rsquo;appara&icirc;t sur aucune fiche de poste. Le 2&nbsp;juillet, cela change.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Plus de 1&nbsp;300&nbsp;professionnels de sant&eacute; ont contribu&eacute; au nouveau cadre de comp&eacute;tences de la Fondation pour le leadership local en sant&eacute;, fond&eacute; sur une d&eacute;cennie d&rsquo;&eacute;ducation pour le changement. Il se pr&eacute;sente comme un programme manquant, parce qu&rsquo;il nomme le travail d&rsquo;adaptation que la formation officielle laisse de c&ocirc;t&eacute;. Il cartographie ce travail &agrave; travers neuf domaines, chacun d&eacute;crit &agrave; trois niveaux de ma&icirc;trise.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Pour vous, la promesse est la reconnaissance. Le travail invisible que vous faites d&eacute;j&agrave; peut enfin appara&icirc;tre dans une &eacute;valuation, sur un CV, et dans un parcours d&rsquo;avancement.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Si vous dirigez une &eacute;quipe, il vous donne un langage pour les personnes qui r&eacute;solvent les probl&egrave;mes qu&rsquo;aucun protocole ne couvre. Il trouve du leadership &agrave; tous les niveaux, pas seulement chez les superviseurs. Et parce que chaque comp&eacute;tence est un comportement gradu&eacute; et observable, vous pouvez voir qui est pr&ecirc;t &agrave; faire plus, et l&rsquo;aider &agrave; y arriver.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/86517960688\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"RESERVEZ VOTRE PLACE\"><strong>R&Eacute;SERVEZ</strong> VOTRE PLACE<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>","doi":"https://doi.org/10.59350/63tfs-qy352","guid":"https://redasadki.me/?p=23977","image":"https://redasadki.me/wp-content/uploads/2026/06/newsletter5-035.jpg","language":"fr","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"2361c-0yx88","summary":"English | Fran\u00e7ais Bonjour, Vous le voyez : le changement climatique nuit \u00e0 la sant\u00e9 de votre communaut\u00e9. Le jeudi 2 juillet 2026, vous \u00eates invit\u00e9 \u00e0 rencontrer des professionnels de sant\u00e9 qui agissent d\u00e9j\u00e0. Apportez un d\u00e9fi que le climat provoque dans votre travail. Vous pourriez repartir avec une r\u00e9ponse d\u00e9j\u00e0 test\u00e9e par des coll\u00e8gues.","tags":["The Geneva Learning Foundation","Bundibugyo","Climate And Health","Climate Change","Ebola"],"title":"La lettre d'information du Scholar de la Fondation Apprendre Gen\u00e8ve, num\u00e9ro 5 (2 juillet 2026)","updated_at":1782838843,"url":"https://redasadki.me/2026/06/30/la-lettre-dinformation-du-scholar-de-la-fondation-apprendre-geneve-numero-5-2-juillet-2026/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"name":"The Geneva Learning Foundation"}],"blog":{"authors":null,"community_id":"7e26491f-41c6-4665-9088-5aa6643a1ba8","created":1731196800,"current_feed_url":null,"description":"Learning to make a difference","favicon":"https://rogue-scholar.org/api/communities/7e26491f-41c6-4665-9088-5aa6643a1ba8/logo","feed_format":"application/atom+xml","feed_url":"https://redasadki.me/feed/atom/","filter":null,"generator":"WordPress","home_page_url":"https://redasadki.me/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"redasadki","status":"active","subfield":"3304","title":"Reda Sadki","updated":1782838729,"use_api":true},"blog_name":"Reda Sadki","blog_slug":"redasadki","content_html":"<p class=\"has-text-align-left wp-block-paragraph\"><strong>English</strong> | <a href=\"https://redasadki.me/?p=23977\">Fran\u00e7ais</a></p>\n<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:908,&quot;href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/j\\/85731864236&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/webinar\\/register\\/WN_V2zemD1tSIO3zW0R9Ptqhg?_x_zm_rtaid=L3k-UbA2S82Bv7jJEDaKOg.1778176294156.055e86fb87e2c4745339b51fee5966a8\\u0026_x_zm_rhtaid=250&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:164,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/redasadki&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:845,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/charlotte-mbuh-2b565298&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:91,&quot;href&quot;:&quot;https:\\/\\/www.learning.foundation\\/climate&quot;,&quot;archived_href&quot;:&quot;http:\\/\\/web-wp.archive.org\\/web\\/20250721100812\\/https:\\/\\/www.learning.foundation\\/climate&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-05 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08:29:58&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-06 22:36:43&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-11 19:21:50&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-05-15 05:42:34&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-05-19 04:24:06&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-05-24 14:53:53&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-05-28 01:43:12&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-06-01 00:36:04&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-05 11:57:11&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-09 02:56:44&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-13 04:47:17&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-16 10:40:19&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-19 13:08:19&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-22 16:42:53&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-26 03:58:56&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-06-30 14:45:24&quot;,&quot;http_code&quot;:404}],&quot;broken&quot;:true,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-30 14:45:24&quot;,&quot;http_code&quot;:404},&quot;process&quot;:&quot;done&quot;}]\"></span>\n\n\n<p class=\"wp-block-paragraph\">Dear Reader,</p>\n\n\n\n<p class=\"wp-block-paragraph\">You see that climate change is hurting the health of your community.</p>\n\n\n\n<p class=\"wp-block-paragraph\">On Thursday 2 July 2026, you&nbsp;are invited to meet health workers who are already taking action.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/85731864236\" title=\"CONFIRM YOUR PARTICIPATION\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\">CONFIRM YOUR PARTICIPATION<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Bring one challenge it causes in your work.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You may leave with an answer a peer has already tested.</p>\n\n\n\n<p class=\"wp-block-paragraph\">What do health workers do when the road to the clinic floods, when the clinic is hotter than ever, when more people fall sick, more often, than before?</p>\n\n\n\n<p class=\"wp-block-paragraph\">This session is about those local solutions, the ones health workers are already&nbsp;using to save lives.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The people who shared them, from more than 60 countries, will be our guests of honour.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Participants will get access to our <a href=\"https://redasadki.me/2026/05/26/new-insights-report-health-workers-are-leading-community-responses-to-climate-change-impacts-on-health/\">new report on local action</a>&nbsp;to mitigate the impact of the climate crisis on health&nbsp;and the <a href=\"https://redasadki.me/2026/05/26/climate-change-and-health-14-recommendations-for-health-workers-national-planners-and-global-partners/\">14 surprising recommendations</a> for community staff, planners, and global partners.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud83d\udde3\ufe0f This newsletter is interactive. Share your experience wherever you see this icon.</span></p>\n\n\n\n<p class=\"wp-block-paragraph\">Best regards,</p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https://www.linkedin.com/in/redasadki/\">Reda Sadki</a> and <a href=\"https://www.linkedin.com/in/charlotte-mbuh-2b565298/\">Charlotte Mbuh</a><br /><strong>The Geneva Learning Foundation</strong></p>\n\n\n\n<p class=\"wp-block-paragraph\">P.-S.&nbsp;Tell us what you think of this newsletter. It takes two minutes, and it shapes the next issue.</p>\n\n\n\n<h3 id=\"h-the-geneva-learning-foundation-scholar-newsletter-issue-5-2-july-2026\" class=\"wp-block-heading\"><em>The Geneva Learning Foundation Scholar Newsletter, issue 5 (2 July 2026)</em></h3>\n\n\n\n<h2 id=\"h-nbsp-climate-change-is-harming-your-community-s-health-a-practical-guide-to-what-you-can-do\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Climate change is harming your community's health: a practical guide to what you can do</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23984\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/19/what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-guide-to-the-certificate-peer-learning-programme-for-leadership-in-climate-change-and-health/\">Read the <strong>practical guide</strong> to see what you can do as a health professional</a></p>\n\n\n\n<p class=\"wp-block-paragraph\">You see the rains arriving early, the clinic running hotter, more people falling sick more often. This guide shows you what you can do about it, where you are, with what you have. You can start this week.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-accent-3-background-color has-background wp-element-button\" href=\"https://www.learning.foundation/climate\" title=\"JOIN THE PROGRAMME NOW\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THE PROGRAMME NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<h3 id=\"h-nbsp-why-your-work-during-the-last-flood-nbsp-matters-three-years-of-climate-health-action\" class=\"wp-block-heading\">\ud83d\udcd6&nbsp;Why your work during the last flood&nbsp;matters: three years of climate-health action</h3>\n\n\n\n<p class=\"wp-block-paragraph\">When the storm flooded the roads in Bomaka, Cameroon, a midwife named <strong>Geh Raphaela Agwa</strong> saved twins during a cord presentation, then wrote down what she did. Her neighbours had already dug the gutters so cars could pass. Neither of them waited for a policy to tell them how.</p>\n\n\n\n<p class=\"wp-block-paragraph\">This new review reads three years of work that treats accounts like hers as evidence, not anecdote. It gathers what health workers in Africa, Asia, and Latin America see and do, at a scale no survey had reached, and gives it back to them as a basis for action. It is the clearest answer yet to a question that decides whether your knowledge is heard: why is what you witness every day called anecdotal, when you are the one who was there?</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/16/lessons-in-resilience-what-health-workers-in-africa-asia-and-latin-america-know-and-do-in-response-to-worsening-climate-change-impacts-on-their-communities/\">Read why frontline experience is the missing layer of the climate and health response</a></p>\n\n\n\n<h3 id=\"h-nbsp-climate-change-and-health-the-event-shows-you-what-is-possible-this-new-nbsp-course-helps-you-do-it\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Climate change and health: the event shows you what is possible, this new&nbsp;course helps you do it</h3>\n\n\n\n<p class=\"wp-block-paragraph\">The 2 July session lasts one hour. This new course is where you take your own challenge further, on your own time, with peers carrying the same one.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You may be the nurse who saw the rains come early, the community health worker walking further for safe water, or the officer rebuilding a clinic the wind tore down. The situations differ. The question is the same. What can you do, where you are, with what you have?</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Tell us one thing you are doing about climate change and health. Your answer could be the one a colleague is searching for.</p>\n\n\n\n<p class=\"wp-block-paragraph\">It is the first peer learning course on the health impacts of climate change, built on the report and with the REACH network of more than 4,000 local organisations. You work through what peers did in emergencies, what they did to prepare, and how they brought the community in. You leave with practical steps for your own place.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32182\" title=\"JOIN THIS CERTIFICATION NOW\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THIS CERTIFICATION NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23986\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h3 id=\"h-nbsp-use-artificial-intelligence-to-talk-to-1-000-health-workers-fighting-climate-change-impacts-on-health\" class=\"wp-block-heading\">\ud83d\udcd6&nbsp;Use artificial intelligence to talk to 1,000 health workers fighting climate change impacts on health</h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/16/talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do-about-climate-change-and-health/\">Ask our artificial intelligence interface a question</a> in plain language, like \"what did health workers in my country say about floods?\", and you get a complete, reliable answer.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The report is called <em>Teach to Reach 11: Local action to mitigate the impact of the climate crisis on health</em>. Health workers in Africa, Asia, and Latin America wrote it. They answered three plain questions: how did&nbsp;climate change hurt&nbsp;the health of your community, what did you do, and how did you know it worked.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Three findings run across every country. Climate change is making familiar diseases worse, not inventing new ones, so the signal is in the malaria, cholera, and malnutrition you already track. Communities are organising their own responses, in 17 documented ways. And the people closest to the harm are the least visible in the global research and policy conversation.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Take Yopougon, in C\u00f4te d'Ivoire. Konan Kouam\u00e9 Georges and his team did not wait for a guideline to change. When dengue followed the rains in 2023, they switched from weekly reporting to daily. That is a small change to read. It is a large change to do, and the kind formal systems take years to recommend.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You can put that collective intelligence to work now.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23988\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-psychological-first-aid-the-netherlands-national-hub-for-mental-health-and-psychosocial-support\" class=\"wp-block-heading\">\ud83c\udf0d&nbsp;Psychological First Aid: <span>the Netherlands' national hub for mental health and psychosocial support</span></h2>\n\n\n\n<p class=\"wp-block-paragraph\">LOOP, the Netherlands&#8217; national hub for mental health and psychosocial support, has joined the European network for Psychological First Aid (PFA),&nbsp;built by over 2,000 practitioners with support from The Geneva Learning Foundation. Now the people who support displaced children across the Netherlands can learn from colleagues in Ukraine and elsewhere.&nbsp;\"The professionals supporting children affected by humanitarian crises and armed conflict&nbsp;should never have to be alone,\" said Charlotte Mbuh, TGLF's Director of Programmes.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The need is wide and the help is thin. About 45% of displaced people from Ukraine in the Netherlands report feeling mentally unhealthy. Only about 7% have seen a psychologist. One social worker can carry more than one hundred residents.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong>Read <a href=\"https://redasadki.me/2026/06/11/the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-psychological-first-aid/\">how the partnership came together</a>.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23985\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-bundibugyo-your-colleagues-in-the-response-need-you-nbsp-now\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Bundibugyo: your colleagues in the response need you&nbsp;now</h2>\n\n\n\n<p class=\"wp-block-paragraph\">The first peer learning certification on Bundibugyo virus disease is open because the people fighting the outbreak in the Democratic Republic of the Congo and Uganda need each other inside it. If you have worked an Ebola response, write down the one thing you wish you had known, where a responder can read it this week.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32221\" title=\"JOIN THIS CERTIFICATION NOW\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THIS CERTIFICATION NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">In this outbreak, more than half of the people falling sick are women and girls. A <a href=\"https://redasadki.me/2026/06/22/rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in-the-democratic-republic-of-congo-and-uganda/\">rapid gender analysis</a> explains what that changes for the response, and why it cannot wait.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Did you miss it?</strong> Read how <a href=\"https://redasadki.me/2026/06/15/virus-bundibugyo-un-reseau-de-soignants-congolais-tissent-des-liens-de-riposte-et-de-resilience/\">Congolese caregivers are learning from each other</a> as they build their response.</p>\n\n\n\n<h2 id=\"h-coming-soon-in-togo-a-decade-of-peer-learning-grew-careers\" class=\"wp-block-heading\">\ud83d\udde3\ufe0f Coming soon: In Togo, a decade of peer learning grew careers</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Palenfo Gnourfateon</strong>, a long-time TGLF leader, was in Lom\u00e9 for a measles survey when he gathered whatever Scholars he could reach. Reda Sadki joined to say a quick hello. He stayed the full 119 minutes, because the room had become a record of what a decade of peer learning builds.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Winiga Koudema</strong> is a paediatric clinician in Togo. He became a district then a hospital director with no training in epidemiology. During COVID-19 a colleague sent him a link to a TGLF course. The courses led him to a postgraduate diploma, then to consultancy, then to permanent staff at the World Health Organization. \"This is an opportunity for me to truly re-launch myself,\" he said.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Manzama-Esso Kola</strong> is a sociologist who came to vaccination through HIV work. A 2019 course on data triangulation changed his practice. He wrote a manual, trained the monitoring officers across 39 organisations, and now coordinates a platform the immunisation division consults. \"We are a well-recognised and well-consulted actor in vaccination,\" he said.</p>\n\n\n\n<p class=\"wp-block-paragraph\">These are not careers that drifted away from the field. They moved deeper into it. That is the wager of the Scholar network: that the learning lives inside the people who run the system, and that it lasts. As Palenfo put it when the session closed, \"once a scholar, always a scholar.\"&nbsp;</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f <a href=\"https://redasadki.me\"><strong>Check</strong> Reda Sadki's blog</a> to find the full article.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23987\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-what-health-workers-already-know-about-menopause\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;What health workers already know about menopause</h2>\n\n\n\n<p class=\"wp-block-paragraph\">The first global peer learning course on menopause for health workers opened on 22 June, built with Menoglobal. Its first days showed how much health workers already carry.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Asked what menopause brings to mind, a community health board member in Costa Rica reached for a phrase from traditional medicine, \"the second Spring\", and wrote, \"It gives me hope and peace, since I am going through this transition.\" A medical social worker in Africa answered in one word: \"silence.\" The knowledge was there. It was waiting for a language.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f&nbsp;You will be surprised by&nbsp;<a href=\"https://redasadki.me/2026/06/28/menopause-what-health-workers-already-know-in-their-own-words/\">what they shared in week one</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Share a menopause lesson, success, or challenge. Your words can help a colleague who has none yet.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"430\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?resize=640%2C430&#038;ssl=1\" alt=\"\" class=\"wp-image-23989\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?resize=300%2C202&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-reading-worth-your-time\" class=\"wp-block-heading\">\u270d\ufe0f&nbsp;Reading worth your time</h2>\n\n\n\n<p class=\"wp-block-paragraph\">A few recent reads from The Geneva Learning Foundation's <strong>Reda Sadki</strong> and <strong>Charlotte Mbuh</strong>, if you have ten minutes between meetings.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The<strong> 79th World Health Assembly</strong> opened a formal process to reform how global health is governed. In a health post in northern Nigeria, <strong>Mariam</strong> is waiting, and the piece asks <a href=\"https://redasadki.me/2026/05/27/global-health-architecture-what-are-we-missing/\">who is missing from the room</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">In one Teach to Reach hour on 4 June 2026, a suspected Ebola patient walked into a clinic in Uganda and <strong>the staff backed</strong> away, with no training and no protective equipment. That moment opens the story of <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-what-we-do-when-there-is-fear-in-every-health-worker-article-2-of-3/\">what health workers do when fear is in the room</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Handed a microphone to be celebrated, a Nigerian lecturer used her moment to <strong>confess a problem she cannot solve</strong>: her students asked her to stop because the heat made it impossible to think. <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-honoring-tglfs-scholars-as-leaders-article-3-of-3/\">Honouring Scholars meant hearing that too</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faiza Rabbani</strong> was in a village dispensary in Punjab when a young woman walked past her in labour, with no equipment and no words for what was happening. It is the kind of case <a href=\"https://redasadki.me/2026/05/30/teach-to-reach-newborn-care-a-baby-with-no-equipment-a-woman-with-no-words-article-3-of-4/\">the newborn care course was built from</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Pick one.</p>\n\n\n\n<h3 id=\"h-nbsp-what-is-coming-next-a-new-leadership-framework-names-the-work-you-were-never-trained-for-presented-on-2-july\" class=\"wp-block-heading\">\ud83d\udd1c&nbsp;What is coming next: a new leadership framework names the work you were never trained for, presented on 2 July</h3>\n\n\n\n<p class=\"wp-block-paragraph\">You have resolved a community's refusal to vaccinate. You have kept a service running when the budget failed. You have negotiated safe passage in a conflict zone. No one taught you any of it, and it appears on no job description. On 2 July, that changes.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Over 1,300 health workers contributed to TGLF's new competency framework for local health leadership, grounded in a decade of education for change. It calls itself a missing curriculum, because it names the adaptive work that formal training leaves out. It maps that work across nine domains, each described at three levels of proficiency.</p>\n\n\n\n<p class=\"wp-block-paragraph\">For you, the promise is recognition. The invisible work you already do can finally appear in a performance review, on a CV, and in a path to advancement.</p>\n\n\n\n<p class=\"wp-block-paragraph\">If you lead a team, it gives you a language for the people who solve the problems no protocol covers. It finds leadership at every level, not only in supervisors. And because each competency is a graded, observable behaviour, you can see who is ready to do more, and help them get there.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/85731864236\" title=\"SAVE YOUR SEAT\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>SAVE</strong> YOUR SEAT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>","doi":"https://doi.org/10.59350/4jsfn-kf182","guid":"https://redasadki.me/?p=23969","image":"https://redasadki.me/wp-content/uploads/2026/06/newsletter5-036.jpg","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"rvg8k-nfk19","summary":"English | Fran\u00e7ais Dear Reader, You see that climate change is hurting the health of your community. On Thursday 2 July 2026, you are invited to meet health workers who are already taking action. Bring one challenge it causes in your work. You may leave with an answer a peer has already tested.","tags":["The Geneva Learning Foundation","Bundibugyo","Climate And Health","Climate Change","Ebola"],"title":"The Geneva Learning Foundation Scholar Newsletter, issue 5 (2 July 2026)","updated_at":1782838841,"url":"https://redasadki.me/2026/06/30/the-geneva-learning-foundation-scholar-newsletter-issue-5-2-july-2026/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"family":"Marcum","given":"Christopher Steven","url":"https://orcid.org/0000-0002-0899-6143"}],"blog":{"authors":null,"community_id":"8bdb1ae7-4621-4fa5-ad1a-3a639417dfd5","created":1768694400,"current_feed_url":null,"description":"Perspectives on science, data, and technology that don't fit anywhere else.","favicon":"https://rogue-scholar.org/api/communities/8bdb1ae7-4621-4fa5-ad1a-3a639417dfd5/logo","feed_format":"application/atom+xml","feed_url":"http://chrismarcum.com/marcum-blog/feed.atom","filter":null,"generator":"Jekyll","home_page_url":"https://www.chrismarcum.com/marcum-blog/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"chrismarcum","status":"active","subfield":"3312","title":"Open Evidence","updated":1782820183,"use_api":null},"blog_name":"Open Evidence","blog_slug":"chrismarcum","content_html":"<p>The Office of Management and Budget (OMB) has proposed revisions to its Uniform Guidance under 2 CFR 200, which sets government-wide standards for federal financial assistance. Simultaneously, the National Science Foundation (NSF) has issued draft updates to its Proposal and Award Policies and Procedures Guide (historically called the PAPPG now renamed the Guidance on Financial Assistance or GFA). These two policies work together because the Uniform Guidance establishes the overarching regulatory framework that the National Science Foundation must implement within its specific agency grant terms and conditions.</p>\n<p>These proposed policy frameworks intersect directly with core equities surrounding public access to federally-funded research and data. The NSF proposal references these equities by incorporating data management requirements that align with federal public access plans and by eliminating the traditional twelve-month publication delay for peer-reviewed journal articles and conference proceedings. At the same time, the broader OMB proposal introduces rules affecting cost considerations for scholarly publishing, specifically making publication costs like article processing charges unallowable under direct costs unless approved in advance (and some confusing language that may prevent journal subscriptions under indirect costs).</p>\n<p>Public participation is critical even if comments are ignored by this Administration (they may help inform a future Administration's actions and can amplify the distress signal to members of Congress). As of publication of this blog post, there were nearly 70,000 public comments about the OMB rule received and 40K had been published. Comments are due July, 13th). I've yet to submit my own (stay tuned!). Comments on the NSF's GFA proposal under are due by August 24, 2026. There are only 3 published comments to the NSF proposal as of today. I suggest commenting early and often.  You don't need to submit a detailed, expert comment to make your voice heard. You can simply state your concern in plain language. Commenting helps improve the public record on a proposed rulemaking and is an important tool for participatory democracy.</p>\n<p>Submit comments here:</p>\n<ul>\n<li><a href=\"https://www.regulations.gov/document/OMB-2026-0034-0001\">OMB's Regulation for Federal Financial Assistance (2 CFR 200)</a> comments are due July 13, 2026</li>\n<li><a href=\"https://www.regulations.gov/document/NSF-2026-OTR-0001-0002\">NSF's Agency Information Collection Activities; Proposals, Submissions, and Approvals: National Science Foundation Proposal/Award Information Guidance on Financial Assistance</a> comments are due August 24, 2026</li>\n</ul>\n<h1 id=\"crosswalk\">CrossWalk</h1>\n<p>I've read both proposals carefully. For full transparency, I had privileged access earlier versions of both 2 CFR 200 and the GFA revisions in my former role at OMB. I was also a contributor to the 2024 revisions of the Uniform Guidance and reviewed the previous iteration of the GFA too. When I left OMB in July of 2025 the Uniform Guidance in 2 CFR 200 internal revisions included:</p>\n<ul>\n<li>Transitioning the guidance into a regulation (as officially proposed)</li>\n<li>Removed ELAs and all language that could be construed by political appointees as DEIA (a bespoke revision, not what was officially proposed)</li>\n<li>Focused almost exclusively on indirect costs by limiting them to the <em>de minimus</em> at 15% (obviously, OMB changed directions)</li>\n</ul>\n<p>At that time of my departure, the version I last saw had practically everything else remaining in tact. There was some back-and-forth between career and political officials about certain cost-principles (at some point, there was a bizarre prohibition on using indirects to support things like libraries at Unis which was thankfully struck from early drafts). There was also a strong intent by career staff to do a comprehensive regulatory impact analysis (RIA) with full economic benefit/cost considerations. Political appetite for that appears to have waned as <a href=\"https://www.regulations.gov/document/OMB-2026-0034-0038\">the released version</a> of the RIA is thin on actual economic details.</p>\n<p>Because the two documents work together with respect to things I care deeply about like public access to federally-funded research and data, I thought share my read of how the NSF and OMB policies compare to each other.</p>\n<h2 id=\"award-selection-merit-and-peer-review-and-administration-priorities\">Award selection, merit and peer-review, and Administration priorities</h2>\n<p>One of the most widely discussed and consequential changes in the OMB rule concerns how discretionary awards are selected. Proposed \u00a7 200.202(a)(1)(iii) requires program design to align with administration policies and priorities. Proposed \u00a7 200.205(b) requires agency heads to designate senior appointees to conduct a pre-issuance review of all discretionary awards, ensuring proposals are consistent with applicable law, Federal agency priorities, and the national interest, and applying principles that include demonstrably advancing the President's policy priorities, several substantive funding prohibitions, and commitments to Gold Standard Science. Proposed \u00a7 200.205(c) directs those appointees not to ratify or routinely defer to others' recommendations. Proposed \u00a7 200.205(d) provides that peer-review recommendations remain advisory and are not to be treated as binding.</p>\n<p>Technically, peer-review has always been fire-walled from funding decisions. Agencies have always had the discretion to ignore peer-review by funding proposals that were scored poorly, or not funding those that were scored highly, by review panels. What's new here is the implication that <em>all</em> granting decisions undergo political oversight before being finalized. Much as been said about this aspect of the OMB proposal (I recommend the piece by Science Editor-in-Chief <a href=\"https://www.science.org/doi/10.1126/science.aej3572\">Holden Thorpe</a> ).</p>\n<p>The NSF GFA does not reproduce this framework as explicitly as is stated in 2 CFR 200. Its merit review guide (Guide 8) is described in the Summary of Changes as having no significant changes. It retains the Intellectual Merit and Broader Impacts criteria, describes a process in which a Program Director's recommendation is approved by an NSF leadership official and then reviewed by a Grants Officer for financial, policy, and risk considerations, and states that award decisions are discretionary and consider NSF policies and priorities. The GFA does not reference senior appointees, the President's policy priorities, or a pre-issuance review applying those priorities, and it does not state that peer-review is subject to oversight for alignment with administration or Presidential priorities. Because \u00a7 200.205 is a government-wide requirement, it would apply to NSF directly under 2 CFR 200 once final, but the GFA as drafted does not implement it. However, the GFA does repeatedly reference vague conditions that proposals will be reviewed in the context of \"priorities.\"</p>\n<h2 id=\"gold-standard-science-gss\">Gold Standard Science (GSS)</h2>\n<p>Both documents reference EO 14303 and Gold Standard Science, but in different ways. The OMB rule embeds Gold Standard Science in award selection through \u00a7 200.205(b)(5) to (7), directing agencies to favor institutions that demonstrate success in implementing it. The NSF GFA treats GSS as a scientific-rigor and integrity expectation in Guide 13 and as a driver of Data Management and Sharing Plan requirements in Guide 5. The NSF GFA does not explicitly apply GSS in its award principles but its invocation in the text implies it will likely guide political pre-issue grant review.</p>\n<h2 id=\"nondiscrimination-and-funding-prohibitions-eg-deia-prohibitions\">Nondiscrimination and funding prohibitions (e.g. DEIA prohibitions)</h2>\n<p>The OMB rule adds substantive funding prohibitions through \u00a7 200.205(b)(2), \u00a7 200.300(b), \u00a7 200.218, and \u00a7 200.219, covering racial preferences, DEIA practices that violate anti-discrimination law, gender ideology, child transition, disparate-impact liability, and viewpoint discrimination in event services. The NSF GFA Guide 19 retains general nondiscrimination on the bases of race, color, national origin, disability, sex, and age, and removes references to revoked Executive Orders, limited English proficiency, environmental justice, and certain Department of Education coordinator requirements. The GFA does not reproduce the OMB prohibitions. However, the rules would apply to NSF directly under 2 CFR 200 when the rule is finalized.</p>\n<h2 id=\"award-type-and-foreign-or-domestic-scope\">Award type and foreign or domestic scope</h2>\n<p>The OMB rule eliminates fixed amount awards and subawards (\u00a7\u00a7 200.201(b), 200.333, 200.1, 200.101, 200.102). The GFA removes all fixed-price award references, which is a direct implementation. The OMB rule establishes a domestic-first framework for research and development awards and restricts foreign entities (\u00a7 200.202(e)); the GFA implements an equivalent foreign-organization justification standard tied to the national interest. The OMB rule prohibits covered foreign collaborations (\u00a7 200.220); the GFA addresses foreign-collaboration risk through its research security regime in Guide 14 rather than by restating that section. The OMB rule requires English-language announcements and applications (\u00a7 200.111); the GFA removes limited-English-proficiency requirements, which is consistent with the new 2 CFR 200 proposal.</p>\n<h2 id=\"integrity-and-disclosure\">Integrity and disclosure</h2>\n<p>The OMB rule revises the conflict-of-interest provision (\u00a7 200.112) to require disclosure of personnel employed by the awarding agency within the preceding two years; the GFA implements this near-verbatim in Guide 14, substituting NSF for the awarding agency. The OMB rule revises mandatory disclosures (\u00a7 200.113), including a ten-day transmittal of OIG disclosures to the U.S. Attorney's Office for the District of Columbia; the GFA addresses misconduct and disclosure in Guides 13 and 25 but does not reproduce that explicitly. I suspect that the NSF scientific integrity policy would be implicated here in some way but it is not clear</p>\n<h2 id=\"cost-principles\">Cost principles</h2>\n<p>The OMB rule makes publication costs unallowable, including page charges and article processing charges (APCs), except where required by statute or approved in advance, while keeping printing costs allowable (\u00a7 200.461). The GFA states that publication costs are disallowed and reflects the closeout exception, but its  budget guidance in Guide 4 still lists page charges and reprints as allowable. This is an internal inconsistency in the GFA.</p>\n<p>It is reassuring to see language in the GFA that invokes the policies set forth by the 2022 OSTP Public Access Memo (recast as being consistent with GSS) in Guides 5 and 21, respectively:</p>\n<ul>\n<li>\"Further implements public access requirements through revisions to Data Management and Sharing Plan requirements that align with NSF's Gold Standard Science Implementation Plan.\"</li>\n<li>\"Updates public access requirements by removing the 12-month publication delay for peer-reviewed journal articles and conference proceedings.\"</li>\n</ul>\n<p>There has been some confusion about whether or not the OMB ban on APCs is inconsistent with agency public access policies that require immediate public access to federally funded research. Let me be absolutely clear: the 2022 OSTP Public Access Policy (i.e., the Nelson Memo) makes no reference to any business model. Federal agencies are free to implement the zero-embargo policy by asserting their Federal Purpose License (incidentally codified in \u00a7 2 CFR 200.315(b)) by requiring authors to deposit their author-accepted manuscripts in the agency repository (at NSF, it's PAR at NIH it's PMC, for instance).</p>\n<p>Paying APCs is a business decision that publishers impose on authors - it's entirely unrelated to agency policy per se. Some publishers have been acting in bad-faith to convince (and sometimes coerce) authors into paying APCs as the <em>only</em> way to comply with federal public access policies. They intentionally conflate <em>open access</em> with <em>public access</em> - open access is never mentioned in the Nelson Memo. Authors may choose APCs in order to publish their work as open access; or they may retain their rights to deposit their author-accepted manuscript in the agency designated repositories. If a publisher says that authors must pay a fee to deposit their own manuscripts, then that means they are tying their editorial decisions to their business model. The agencies' Federal Purpose License preempts any agreement between authors and publishers because the author's institutions agreed to the terms when they signed the funding contract with the agency.</p>\n<p>However, that is not to say that there may be unintended consequences of not allowing APCs in direct grants. That's been widely discussed in response to NIH's proposal to cap APCs:</p>\n<ul>\n<li><a href=\"https://www.science.org/content/article/nih-details-options-limiting-its-payments-open-access-publishing-fees\">NIH details options for limiting its payments for open-access publishing fees\nOther publishing proposals would scrap reimbursements or pay peer reviewers, unprecedented steps for a major government funder</a></li>\n<li><a href=\"https://upstream.force11.org/my-response-to-nih-request-for-information-on-proposed-apc-caps/\">My Response to the NIH Request for Information on Proposed APC Caps</a></li>\n<li><a href=\"https://www.insidehighered.com/news/government/science-research-policy/2025/08/27/nih-publisher-fee-cap-plan-not-comprehensive\">NIH Publisher Fee Cap Plan 'Not Comprehensive Enough,' Critics Say</a></li>\n<li><a href=\"https://undark.org/2026/01/07/apc-science-publishing/\">In Scientific Publishing, Who Should Foot the Bill?</a></li>\n</ul>\n<p>The GFA does not invoke the Federal Purpose License, which remains unchanged at \u00a7 2 CFR 200.315(b) in the OMB proposal:</p>\n<blockquote>\n<p>To the extent permitted by law, the recipient or sub-recipient may copyright any work that is subject to copyright and was developed, or for which ownership was acquired, under a Federal award. The Federal agency reserves a royalty-free, nonexclusive, and irrevocable right to reproduce, publish, or otherwise use the work for Federal purposes and to authorize others to do so. This includes the right to require recipients and sub-recipients to make such works available through agency-designated public access repositories.</p>\n</blockquote>\n<p>Critically, the OMB rule does not change the <em>de minimis</em> indirect cost rate or modify indirects directly - however, there are indirect modifications of the indirect costs (zing!) because OMB made heavy revisions to Subpart E, which apply to both direct and indirect cost considerations. For example, OMB should clarify whether proposed revisions to \u00a7 200.454(b) regarding \"costs of the recipient's or sub-recipient's subscriptions to business, professional, academic, and technical periodicals are unallowable\" mean that Universities cannot use their indirects for libraries to pay for subscriptions to academic journals. A valid argument could be made for prohibiting academic journal subscriptions as direct costs but providing periodicals as a service to the entire University is an historical practice that makes no sense to prevent from flowing as indirect facilities and administrative costs.</p>\n<p>The GFA's 15% rate reflects the existing \u00a7 200.414. Additionally: the OMB rule adds an award-selection preference for institutions with lower indirect cost rates (\u00a7 200.205(b)(3)) while the GFA does not adopt that preference directly and the OMB rule makes a narrow change to prior written approval (\u00a7 200.407); the GFA updates its Prior Approval Matrix as a framework alignment.</p>\n<h2 id=\"an-ai-assisted-crosswalk-of-the-two-proposals\">An AI-Assisted Crosswalk of the Two Proposals</h2>\n<p>I asked Claude Opus 4.8 with high effort using the following prompt:\nto generate a crosswalk table:</p>\n<blockquote>\n<p>Attached are two proposed federal rule changes. One is a proposed change to 2 CFR 200 by the Office of Management and Budget. The second is a proposed change to the NSF's GFA. The two policies work hand in hand in how the NSF sets the terms and conditions of their grants, contracts, and awards. Your task is to do a complete and thorough crosswalk of the two proposed changes, evaluate whether and how the NSF GFA would implement the proposed 2 CFR 200 changes and if there are any deviations.</p>\n</blockquote>\n<p>I then went through and checked that the cross-references were correct (I didn't find any major issues) and added my own notes and analysis  in the rightmost column. Use at your own risk!</p>\n<h2 id=\"theme-1-award-selection-meritpeer-review-and-alignment-with-priorities\">Theme 1: Award selection, merit/peer-review, and alignment with priorities</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1</td>\n<td>Program design must align with administration policies and priorities</td>\n<td>\u00a7 200.202(a)(1)(iii) (instr. 53): a Federal program must be designed with goals that \"Align with administration policies and priorities.\" Preamble A.5 and Section \"200.202.\"</td>\n<td>Guide 8 (\"Proposal Processing and Merit Review\") retains Intellectual Merit and Broader Impacts (\u00a7 B). Guide 9: \"Award of NSF assistance is discretionary,\" with \"program budget and priorities\" as factors. Guide 8 \u00a7F: award abstract \"articulate how the project serves the national interest.\" Summary of Changes, Guide 8: \"No significant changes.\"</td>\n<td>GFA references discretionary awards and \"NSF policies and priorities\" but does not adopt full alignment with OMB's proposal or its implications that political oversight is mandatory (see below).</td>\n</tr>\n<tr>\n<td>2</td>\n<td>Pre-issuance review by senior appointees; peer-review is advisory</td>\n<td>\u00a7 200.205(b) (instr. 55): agency heads \"must designate one or more senior appointees to conduct a pre-issuance review of all discretionary awards\" to ensure proposals are \"consistent with applicable law, Federal agency priorities, and the national interest,\" applying principles including that awards \"demonstrably advance the President's policy priorities.\" \u00a7 200.205(c): senior appointees \"must not ministerially ratify or routinely defer to the recommendations of others.\" \u00a7 200.205(d): peer-review recommendations \"remain advisory and are not\u2026treated as de facto binding.\" Preamble (\u00a7 200.205 strengthens merit review and establishes pre-issuance review consistent with EO 14332).</td>\n<td>Guide 8 \u00a7A: Program Director recommendation \"is approved by the NSF leadership official\" before the Grants Officer. Guide 8 \u00a7F: recommendations \"are reviewed by NSF leadership and then evaluated by NSF Grants Officers for financial, policy, and risk considerations.\" No reference to senior appointees, the President's policy priorities, the \u00a7 200.205(b)(2) prohibitions, or the \"peer-review advisory/not binding\" clause. Summary of Changes, Guide 8: \"No significant changes.\"</td>\n<td>OMB's government-wide pre-issuance review and the political-priorities principles are absent from the GFA except vaguely referenced as \"priorities\". However, it would apply to NSF directly under 2 CFR 200 once it is finalized.</td>\n</tr>\n<tr>\n<td>3</td>\n<td>Gold Standard Science (EO 14303) as an award principle</td>\n<td>\u00a7 200.205(b)(5)-(7) (instr. 55): applicants \"should commit to complying with administration policies\u2026respecting Gold Standard Science\"; awards should include \"a commitment to achieving Gold Standard Science\"; for science grants, agencies \"should prioritize institutions that have demonstrated success in implementing Gold Standard Science.\" EO 14303 listed in authority citation.</td>\n<td>Guide 13 \u00a7D \"Gold Standard Science\" (p.140): defines the term and states NSF \"expects the highest standards of scientific rigor, integrity and adherence to tenets of Gold Standard Science.\" Guide 5: DMSP requirements \"align with NSF's Gold Standard Science Implementation Plan.\" Summary of Changes, Guide 5 and Guide 13.</td>\n<td>GFA treats Gold Standard Science as a scientific-rigor and integrity expectation and a data-management driver, not as a senior-appointee award-selection principle.</td>\n</tr>\n<tr>\n<td>4</td>\n<td>Substantive funding prohibitions (DEI, gender ideology, child transition, disparate impact, viewpoint discrimination)</td>\n<td>\u00a7 200.205(b)(2) (instr. 55): awards must not fund racial preferences, \"denial\u2026of the sex binary,\" illegal immigration, or \"anti-American values.\" \u00a7 200.300(b) (instr. 66): prohibits funding DEI/DEIA practices that violate anti-discrimination law, \"gender ideology as defined in Executive Order 14168,\" and child \"transition.\" \u00a7 200.218 (instr. 63): eliminate disparate-impact liability. \u00a7 200.219 (instr. 64): prohibit discriminatory event services.</td>\n<td>Guide 19 (\"Discrimination, Sexual Harassment, and Assault,\" p.173): general nondiscrimination based on \"race, color, national origin, disability, sex, or age.\" Summary of Changes, Guide 19: \"Removes references and requirements to revoked executive orders, including certain non-discrimination, limited English proficiency, and environmental justice requirements,\" and removes ED Section 504 / Title IX coordinator / age-evaluation requirements.</td>\n<td>GFA removes revoked-EO DEI/LEP/EJ content but does not reproduce the OMB DEI, gender-ideology, transition, disparate-impact, or event-services prohibitions. Of course,those would apply to NSF directly under 2 CFR 200 once finalized.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-2-award-type-structure-and-foreigndomestic-scope\">Theme 2: Award type, structure, and foreign/domestic scope</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>5</td>\n<td>Elimination of fixed amount awards and subawards</td>\n<td>\u00a7 200.201(b) (instr. 52): fixed amount awards \"not permitted unless otherwise authorized by Federal statute\"; \u00a7 200.333 (instr. 82): fixed amount subawards \"also are not permitted\"; \u00a7 200.1 (instr. 43.b) removes the definition; \u00a7\u00a7 200.101, 200.102 remove references.</td>\n<td>Summary of Changes, Guide 1: \"Removes references to fixed-price awards.\" No fixed-price or fixed-amount award language remains in the GFA body (verified absence).</td>\n<td>These changes appear to be fully aligned between the two proposals.</td>\n</tr>\n<tr>\n<td>6</td>\n<td>Domestic-first framework for research and development awards</td>\n<td>\u00a7 200.202(e) (instr. 53): R&amp;D awards must go to U.S./State/Tribal entities; foreign entities only where authorized or with a compelling interest \"determined by the agency's senior appointee\"; \"domestic-first framework\"; international elements only if \"in the national interest.\"</td>\n<td>Guide 2 \u00a7C: foreign-organization funding must be \"necessary and beneficial to U.S. research and education and in the national interest of the United States,\" with factors mirroring \u00a7 200.202(e)(3).</td>\n<td>This is fully implemented in the GFA, however, the NSF does not reference the \"senior appointee\" determination.</td>\n</tr>\n<tr>\n<td>7</td>\n<td>Prohibition on covered foreign collaborations</td>\n<td>\u00a7 200.220 (instr. 65): Federal funds may not support collaborations with a \"covered foreign country or covered foreign entity,\" subject to exceptions.</td>\n<td>Guide 14 (\"Research Security\"): foreign disclosure, Malign Foreign Talent Recruitment Program restrictions, foreign-countries-of-concern provisions, foreign financial disclosure. Summary of Changes, Guide 14.</td>\n<td>NSF addresses foreign-collaboration risk through its research security regime; it does not reproduce \u00a7 200.220 verbatim.</td>\n</tr>\n<tr>\n<td>8</td>\n<td>English-language-only announcements and applications</td>\n<td>\u00a7 200.111 (instr. 49): all announcements, applications, and award information \"must be in the English language.\"</td>\n<td>Summary of Changes, Guide 19: removes limited-English-proficiency requirements.</td>\n<td>These are full aligned in the two proposals.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-3-integrity-and-disclosure\">Theme 3: Integrity and disclosure</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>9</td>\n<td>Conflict of interest: disclose agency employment within preceding two years</td>\n<td>\u00a7 200.112 (instr. 50): disclose whether personnel who worked on the application or will work on the award \"were employed by the awarding Federal agency during the preceding two years prior to application submission\u2026for informational purposes.\"</td>\n<td>Guide 14 \"Former NSF Staff\": near-verbatim text, substituting \"NSF\" for \"the awarding Federal agency.\" Summary of Changes, Guide 3.</td>\n<td>This change is consistent between the two policies.</td>\n</tr>\n<tr>\n<td>10</td>\n<td>Mandatory disclosures of criminal/False Claims violations; OIG transmittal</td>\n<td>\u00a7 200.113 (instr. 51): prompt written disclosure of credible evidence of fraud, conflict of interest, bribery, gratuity, or False Claims violations; OIG disclosures \"transmitted to the United States Attorney's Office for the District of Columbia within ten days.\"</td>\n<td>GFA addresses misconduct/disclosure in Guides 13 and 25; research misconduct under 45 CFR 689.</td>\n<td>GFA does not reproduce the \u00a7 200.113 USAO-DC transmittal mechanic.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-4-cost-principles-and-allowability\">Theme 4: Cost principles and allowability</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>11</td>\n<td>Publication costs unallowable</td>\n<td>\u00a7 200.461 (instr. 107): publication costs \"(including page charges, article processing charges (APCs), or similar fees\u2026) are unallowable\" except where required by statute or approved in advance; printing costs allowable; closeout exception at (c)(2).</td>\n<td>Summary of Changes, Guide 12: \"Disallows publication costs consistent with proposed revisions to 2 CFR 200.\" Closeout treatment in Guide 11. But Guide 4 \u00a7B6.3 \"Documentation and Printing (Line G2)\" still permits \"Reports, reprints, page charges and illustrations.\"</td>\n<td>Inconsistent. Stated change and closeout treatment align with \u00a7 200.461, but Guide 4 still lists page charges as allowable.</td>\n</tr>\n<tr>\n<td>12</td>\n<td>De minimis indirect cost rate (15%)</td>\n<td>No change. Preamble Section IX: \"OMB is not proposing updates to the indirect cost rate negotiation system.\" \u00a7 200.414 not amended. 15% is the current rate.</td>\n<td>Guide 4 \u00a7B \"De Minimis Rate\": \"up to 15%\" of MTDC. Summary of Changes, Guide 12: \"consistent with 2 CFR 200\" (no \"proposed\").</td>\n<td>Current-rule. Not traceable to this rule.</td>\n</tr>\n<tr>\n<td>13</td>\n<td>Preference for lower indirect cost rates in award selection</td>\n<td>\u00a7 200.205(b)(3) (instr. 55): \"preference for discretionary awards should be given to institutions with lower indirect cost rates.\"</td>\n<td>Guide 4 indirect-cost guidance describes negotiated and de minimis rates; no award-selection preference for lower rates.</td>\n<td>The GFA refers back to NSF's existing indirect cost-principles throughout the document.</td>\n</tr>\n<tr>\n<td>14</td>\n<td>Prior written approval framework</td>\n<td>\u00a7 200.407 (instr. 96): removes paragraph (d); adds (l) for \u00a7 200.454 memberships and subscriptions; general limitation that agencies \"must not impose additional prior approval requirements without OMB approval.\"</td>\n<td>Guide 11 \u00a7C \"Changes to Projects that Require Prior Approval From NSF\"; \"NSF Prior Approval Matrix.\" Summary of Changes, Guide 12.</td>\n<td>There is no one-to-one match to the narrow \u00a7 200.407 change.</td>\n</tr>\n<tr>\n<td>15</td>\n<td>Other cost-principle revisions (advertising/PR, conferences, memberships, selling/marketing, travel)</td>\n<td>\u00a7\u00a7 200.421, 200.432, 200.454, 200.467, 200.475 (instr. 97, 100, 105, 108, 110).</td>\n<td>Guide 4 references several of these by section (for example, 2 CFR 200.432 for meals, 200.465 home office, 200.445 working-from-home, 200.475 airfare).</td>\n<td>The GFA partially incorporates this by reference. GFA incorporates 2 CFR 200 cost principles generally rather than restating each revision.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-5-property-termination-and-structure\">Theme 5: Property, termination, and structure</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>16</td>\n<td>Equipment management by States and Tribes</td>\n<td>\u00a7 200.313(b) (instr. 72): States and Indian Tribes manage and dispose of equipment under their own laws; other recipients follow (c) through (e).</td>\n<td>Guide 15 \u00a72 \"Title and Use of Equipment\" (p.146): title \"normally vests in the recipient upon acquisition unless the award specifies otherwise\"; references 2 CFR 200.312-200.313. Summary of Changes, Guide 15: align with \"current 2 CFR 200.313.\"</td>\n<td>The single proposed change to \u00a7 200.313(b) is not specifically restated.</td>\n</tr>\n<tr>\n<td>17</td>\n<td>Termination and suspension at agency discretion</td>\n<td>\u00a7 200.340 (instr. 87): new (a)(2) discretionary termination where an award \"does not effectuate program goals, Federal agency priorities, or the national interest\"; exceptions for entitlement/formula/specified programs; \u00a7 200.101(d) makes \u00a7 200.340 govern non-statutory conflicts; \u00a7 200.339 revised (instr. 86).</td>\n<td>Guide 25 \u00a7A (p.197): \"changes in priorities\" listed as a termination reason; \"Termination\" defined by reference to \u00a7 200.201; suspension/termination \"pursuant to a) 2 CFR 200.339 and 2 CFR 200.340.\" Summary of Changes, Guide 25.</td>\n<td>The proposed policies are fully aligned here; this is the mechanism used by DOGE to justify their arbitrary canceling of government contracts in 2025 and now it'll be codified in reg if the rule is finalized.</td>\n</tr>\n<tr>\n<td>18</td>\n<td>Regulatory status, effective date, and conflict precedence</td>\n<td>\u00a7\u00a7 200.101(d), 200.102, 200.106, 200.110 (instr. 44-48): clarify that part 200 governs in non-statutory conflicts (subpart F and \u00a7 200.340), agency adherence to other subtitle A parts, and effective-date structure.</td>\n<td>Guide 1: \"2 CFR 200 takes precedence over any requirements in the GFA,\" citing 2 CFR 200.102.</td>\n<td>Aligned in principle per the GFA statement.</td>\n</tr>\n<tr>\n<td>19</td>\n<td>Definitions revised (\u00a7 200.1)</td>\n<td>\u00a7 200.1 (instr. 43): revises \"Federal award date,\" \"improper payment,\" \"PII,\" \"unobligated balance,\" \"compliance supplement,\" \"notice of funding opportunity\"; removes \"Fixed amount award\" and \"Protected PII.\" Does not change \"Indian Tribe.\"</td>\n<td>GFA defines terms by reference to 2 CFR 200.1 throughout (for example, \"Federal Agency,\" \"Local Government,\" \"Indian Tribe\"). Summary of Changes, Guide 2: replaces \"Tribal Nations\" with \"Indian Tribes,\" align with \"current 2 CFR 200.\"</td>\n<td>It's unclear whether any tribal consultation was done before the change from \"Tribal Nations\" to \"Indian Tribes\" were proposed.</td>\n</tr>\n<tr>\n<td>20</td>\n<td>Prohibition of certain telecommunications/surveillance equipment</td>\n<td>\u00a7 200.216 (instr. 62): retains prohibition on covered telecommunications and video surveillance equipment/services.</td>\n<td>Guide 4 covers the American Security Drone Act of 2023 (covered drones), a separate authority.</td>\n<td>Other authority. \u00a7 200.216 is not specifically mentioned in the GFA but GFA's drone provision rests on statute, not \u00a7 200.216.</td>\n</tr>\n</tbody>\n</table>","doi":"https://doi.org/10.59350/jgh5j-ch105","guid":"https://www.chrismarcum.com/marcum-blog/2026/06/30/A%20Crosswalk%20Between%20OMB%20and%20NSF%20Proposed%20Rules%20on%20Grantmaking","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"aajd5-7q411","summary":"The Office of Management and Budget (OMB) has proposed revisions to its Uniform Guidance under 2 CFR 200, which sets government-wide standards for federal financial assistance.","tags":["General","Government"],"title":"A Crosswalk Between OMB and NSF Proposed Rules on Grantmaking","updated_at":1782822454,"url":"https://www.chrismarcum.com/marcum-blog/2026/06/30/A-Crosswalk-Between-OMB-and-NSF-Proposed-Rules-on-Grantmaking.html","version":"v1"}},{"document":{"authors":[{"affiliation":[{"id":"https://ror.org/0153tk833","name":"University of Virginia"}],"contributor_roles":[],"family":"Turner","given":"Stephen D.","url":"https://orcid.org/0000-0001-9140-9028"}],"blog":{"authors":[{"name":"Stephen Turner"}],"community_id":"382941a7-2ffa-41df-8bbb-5f772188517f","created":1780876800,"current_feed_url":null,"description":"A practicing data scientist's take on AI, genomics, biosecurity, and the ways AI is reshaping how science gets done. Weekly updates from the field. Occasional notes on programming.","favicon":"https://rogue-scholar.org/api/communities/382941a7-2ffa-41df-8bbb-5f772188517f/logo","feed_format":"application/rss+xml","feed_url":"https://blog.stephenturner.us/feed","filter":null,"generator":"Substack","home_page_url":"https://blog.stephenturner.us","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"stephenturner","status":"active","subfield":"1311","title":"Paired Ends","updated":1782853644,"use_api":null},"blog_name":"Paired Ends","blog_slug":"stephenturner","content_html":"<p>I've used <a href=\"https://www.qedscience.com/\">QED Science</a> and the <a href=\"https://natureresearchassistant.com/\">Nature Research Assistant</a> to review manuscripts I'm writing before I submit. They're fine. </p><p>There's an argument to be made for openly developing SKILL.md files or prompts for AI-assisted peer review, so others can take, use, and modify to fit their needs. I'm sure all QED/Nature/whatever are doing is wrapping a frontier model with a detailed SKILL.md and/or a lightweight harness, with connectors to PubMed, bioRxiv, etc. </p><p>A few weeks ago I wrote a Claude skill to do just that. It leans on <a href=\"https://consensus.app/\">Consensus</a>, and the <a href=\"https://consensus.app/home/mcp/\">Consensus Claude MCP connector</a>, so that all the resources it cites during a mock peer review come from actual published and peer-reviewed literature.</p><p>Here's the skill: <strong><a href=\"https://github.com/stephenturner/skill-peer-review-assistant\">github.com/stephenturner/skill-peer-review-assistant</a></strong>.</p><p>The peer review assistant takes a file manuscript and produces a structured peer review report grounded in live literature searches through Consensus. It runs several targeted queries: checking whether the paper's central claims hold up against the broader literature, finding recent high-impact papers absent from the reference list, and assessing whether the methods the authors used have been superseded. The output is a Word document with named sections covering background accuracy, missing citations, methods assessment, major and minor concerns, a clear recommendation, and a full audit log of every search query and result count. It only cites what Consensus actually returned in that session, flags any searches that failed or hit plan-tier caps, and distinguishes between concerns that threaten the paper's conclusions and those that don't.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://github.com/stephenturner/skill-peer-review-assistant&quot;,&quot;text&quot;:&quot;Claude Skill: Mock Peer Review&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://github.com/stephenturner/skill-peer-review-assistant\"><span>Claude Skill: Mock Peer Review</span></a></p><p>In the workshop I taught a couple of weeks ago I demonstrated using this skill on an actual manuscript I had in prep. It's toward the end of the <a href=\"https://blog.stephenturner.us/p/ai-literature-review-consensus-workshop-recording\">video here</a>.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;36deb213-4658-4711-aa8c-bd38b6914b23&quot;,&quot;caption&quot;:&quot;Last week I taught a workshop on AI-powered Literature Review &amp; Synthesis as part of the AI Upskilling series run by Ryan Wright, sponsored by the Provost's Office. Two workshops, in fact: over 135 people registered so we split the workshop into an in-person session one day and Zoom the next. Here's the recording of the Zoom session.&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;AI-powered Literature Review &amp; Synthesis&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-06-23T18:23:48.806Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a6c2c1c0-7578-4056-9996-e18e1d53f33a_5712x4284.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/ai-literature-review-consensus-workshop-recording&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:203285373,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:8,&quot;comment_count&quot;:6,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:false,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>For demonstration purposes here, I ran the skill on a paper that I already published.</p><div class=\"callout-block\" data-callout=\"true\"><p>Nagraj VP, Benefield AE, Williams D, &amp; Turner SD. (2024). <strong>PLANES: Plausibility Analysis of Epidemiological Signals.</strong> <em>PLoS ONE</em> 20.3 (2025): e0320442. DOI: <a href=\"http://10.1371/journal.pone.0320442\">10.1371/journal.pone.0320442</a>.</p></div><p>I wrote about the paper here.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;46b75932-0cdf-4ab9-928c-7ae84ea0e161&quot;,&quot;caption&quot;:&quot;Update March 2025: The preprint described in this paper is now peer-reviewed and published in PLoS ONE.&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;PLANES: Plausibility Analysis of Epidemiological Signals&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2024-09-03T11:56:00.519Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_nlo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58b2a85f-6645-49e8-ad87-2446bf82eaf3_1280x962.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/planes-plausibility-analysis-of-epidemiological-signals-rplanes-r-package&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:148220621,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:0,&quot;comment_count&quot;:0,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>Here's the peer review I got back.</p><div class=\"file-embed-wrapper\" data-component-name=\"FileToDOM\"><div class=\"file-embed-container-reader\"><div class=\"file-embed-container-top\"><image class=\"file-embed-thumbnail-default\" src=\"https://substackcdn.com/image/fetch/$s_!0Cy0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Fattachment_icon.svg\"></image><div class=\"file-embed-details\"><div class=\"file-embed-details-h1\">PLANES peer review</div><div class=\"file-embed-details-h2\">60.7KB \u2219 PDF file</div></div><a class=\"file-embed-button wide\" href=\"https://blog.stephenturner.us/api/v1/file/0b62e2bc-9be4-4979-a4d5-9ba6a9ecc295.pdf\"><span class=\"file-embed-button-text\">Download</span></a></div><div class=\"file-embed-description\">This review was prepared with assistance from Consensus (consensus.app), which was used to search peer-reviewed literature for claim verification, citation completeness, and methods assessment. All search results are documented in the Audit Log.</div><a class=\"file-embed-button narrow\" href=\"https://blog.stephenturner.us/api/v1/file/0b62e2bc-9be4-4979-a4d5-9ba6a9ecc295.pdf\"><span class=\"file-embed-button-text\">Download</span></a></div></div><p>The <a href=\"https://github.com/stephenturner/skill-peer-review-assistant\">Claude skill</a> I wrote leaves a lot to be desired. I like how Nature Review Assistant goes through the entire manuscript and calls out problems and unsubstantiated claims as inline comments in a Word docx. But that's the point \u2014 if we develop these skills and harnesses as a community in the open, we can all work to make these better and customize them to particular fields or journals. </p><p>In addition to the benefits of open-source / community development, I also have the benefit of consolidated control over my data. If you're paying for Claude or you're on an enterprise plan, they're not training on your inputs or outputs.<a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-1\" href=\"#footnote-1\" target=\"_self\">1</a> Keeping the ecosystem contained means I have fewer third party companies' TOS I need to keep track of. </p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-1\" href=\"#footnote-anchor-1\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">1</a><div class=\"footnote-content\"><p>Personally, I'm not too concerned here anyway. The whole point of writing a manuscript is to eventually publish said manuscript. </p></div></div>","doi":"https://doi.org/10.59350/b35aa-bp637","guid":"204249018","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"06spz-x3g69","summary":"Open-source skill to use Claude + Consensus for pre-submission mock peer review backed by citations to published, peer-reviewed literature.","tags":["AI"],"title":"A Claude skill for pre-submission peer review","updated_at":1782815912,"url":"https://blog.stephenturner.us/p/claude-skill-peer-review-consensus","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"name":"Atarraya"}],"blog":{"authors":null,"community_id":"f17066f5-0dbf-48d0-a413-b22a79861a94","created":1723852800,"current_feed_url":null,"description":"Nuestras historias","favicon":"https://rogue-scholar.org/api/communities/f17066f5-0dbf-48d0-a413-b22a79861a94/logo","feed_format":"application/atom+xml","feed_url":"https://blogatarraya.com/feed/atom/","filter":null,"generator":"Other","home_page_url":"https://blogatarraya.com","issn":null,"language":"spa","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"atarraya","status":"active","subfield":"1202","title":"BLOG ATARRAYA","updated":1782814408,"use_api":true},"blog_name":"BLOG ATARRAYA","blog_slug":"atarraya","content_html":"<div></div>","doi":"https://doi.org/10.59350/d5dfv-npf07","guid":"https://blogatarraya.com/?p=6945","language":"es","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782086400,"rid":"qz2jb-c2f60","tags":["Historia De La Iglesia","Historia De La Prensa","Historia Pol\u00edtica","N\u00famero 30"],"title":"Entre la fe y la rebeld\u00eda: los sacerdotes que desafiaron a la Iglesia en Zacatecas a mediados del siglo XIX","updated_at":1782815717,"url":"https://blogatarraya.com/2026/06/22/entre-la-fe-y-la-rebeldia-los-sacerdotes-que-desafiaron-a-la-iglesia-en-zacatecas-a-mediados-del-siglo-xix/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"name":"Atarraya"}],"blog":{"authors":null,"community_id":"f17066f5-0dbf-48d0-a413-b22a79861a94","created":1723852800,"current_feed_url":null,"description":"Nuestras historias","favicon":"https://rogue-scholar.org/api/communities/f17066f5-0dbf-48d0-a413-b22a79861a94/logo","feed_format":"application/atom+xml","feed_url":"https://blogatarraya.com/feed/atom/","filter":null,"generator":"Other","home_page_url":"https://blogatarraya.com","issn":null,"language":"spa","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"atarraya","status":"active","subfield":"1202","title":"BLOG ATARRAYA","updated":1782814408,"use_api":true},"blog_name":"BLOG ATARRAYA","blog_slug":"atarraya","content_html":"<div></div>","doi":"https://doi.org/10.59350/7z9sq-grh46","guid":"https://blogatarraya.com/?p=6950","language":"es","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782691200,"rid":"hddc5-jx206","tags":["Historia De Las Mujeres","Historia Social","N\u00famero 30"],"title":"Las madres italianas ante la Primera Guerra Mundial en Buenos Aires (1914-1918)","updated_at":1782815716,"url":"https://blogatarraya.com/2026/06/29/las-madres-italianas-ante-la-primera-guerra-mundial-en-buenos-aires-1914-1918/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"name":"The rOpenSci Team"}],"blog":{"authors":[{"name":"The rOpenSci Team"}],"community_id":"19c501a7-647b-4a11-9f5e-cf400817cce3","created":1780876800,"current_feed_url":null,"description":"Open Tools and R Packages for Open Science","favicon":"https://rogue-scholar.org/api/communities/19c501a7-647b-4a11-9f5e-cf400817cce3/logo","feed_format":"application/feed+json","feed_url":"https://ropensci.org/blog/index.json","filter":null,"generator":"Other","home_page_url":"https://ropensci.org/blog","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"ropensci","status":"active","subfield":"1710","title":"rOpenSci - open tools for open science","updated":1782805081,"use_api":null},"blog_name":"rOpenSci - open tools for open science","blog_slug":"ropensci","content_html":"<!-- Before sending DELETE THE INDEX_CACHE and re-knit! --><p>Dear rOpenSci friends, it's time for our monthly news roundup! <!-- blabla --> You can read this post <a href=\"https://ropensci.org/blog/2026/06/30/news-june-2026\">on our blog</a>. Now let's dive into the activity at and around rOpenSci!</p><h2 id=\"ropensci-hq\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#ropensci-hq\"> <small>\ud83d\udd17</small></a>rOpenSci HQ</h2><h3 id=\"champions-program-update\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#champions-program-update\"> <small>\ud83d\udd17</small></a>Champions Program update</h3><p>We have two concurrent cohorts, both in Spanish.</p><p>The 2025\u20132026 cohort is nearing the end of its participation in the program, so we are organizing the closing meeting and the overall evaluation.</p><p>The 2026\u20132027 cohort is continuing their training activities, meeting with their mentors, and starting to work on their packages, and they have been formally introduced on our blog! Read all about the <a href=\"https://ropensci.org/blog/2026/06/09/champions-2026/\">11 new Champions</a>.</p><h3 id=\"new-editors-ronny-hernandez-mora-joel-nitta-and-nick-tierney\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#new-editors-ronny-hernandez-mora-joel-nitta-and-nick-tierney\"> <small>\ud83d\udd17</small></a>New editors Ronny Hernandez Mora, Joel Nitta, and Nick Tierney</h3><p>We're thrilled to <a href=\"https://ropensci.org/blog/2026/06/11/neweditorsq22026/\">introduce</a> new editors Ronny Hernandez Mora, Joel Nitta, and Nick Tierney. An official welcome and thank you to all three!</p><h3 id=\"a-new-guide-organizing-events-for-first-time-contributors\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#a-new-guide-organizing-events-for-first-time-contributors\"> <small>\ud83d\udd17</small></a>A new guide: Organizing Events for First-time Contributors</h3><p>Steffi LaZerte and Yanina Bellini Saibene released a fantastic new rOpenSci guide! Learn how to organize events for first-time contributors such as mini-hackathons and mini-translathons. Read more in the <a href=\"https://ropensci.org/blog/2026/06/02/ftc-guide/\">release announcement</a>.</p><h3 id=\"r-universe-updates\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#r-universe-updates\"> <small>\ud83d\udd17</small></a>R-Universe updates</h3><p>\"Five recent R-Universe features you might have missed\": A clickbait title for a blog post you don't want to miss! \ud83d\ude09 Jeroen Ooms <a href=\"https://ropensci.org/blog/2026/06/07/r-universe-updates/\">describes five recent additions</a> to the R-Universe platform:</p><ul><li>Social media cards that actually look good</li><li>PACKAGES.rds support (or: implementing R internals in JavaScript)</li><li>Fancy sort/filter bars in the WebUI</li><li>For the impatient: trigger a sync manually</li><li>Making check results easier to find and share</li></ul><p>In other news, R-universe user Tom Palmer also wrote about five things: <a href=\"https://remlapmot.github.io/post/2026/runiverse-tips/\">\"Five tips for managing your R-universe \ud83d\ude80\"</a>. You won't believe the fifth one. \ud83d\ude09</p><h3 id=\"yanina-joins-the-2026-sovereign-tech-fellowship\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#yanina-joins-the-2026-sovereign-tech-fellowship\"> <small>\ud83d\udd17</small></a>Yanina Joins the 2026 Sovereign Tech Fellowship</h3><p>We're excited to share that our Community Manager, Yanina Bellini Saibene, <a href=\"https://www.sovereign.tech/news/meet-the-2026-sovereign-tech-fellows\">has been selected as a 2026 Sovereign Tech Fellow</a>. During the fellowship, she will focus on making open source more accessible through improved contribution guidance, newcomer-focused mini-hackathons, multilingual training resources, and more sustainable localization practices across communities in the R ecosystem. These efforts will build on and extend rOpenSci's work in community building, mentorship, and open science.</p><h3 id=\"quincea\u00f1era-celebrating-15-years-together\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#quincea%c3%b1era-celebrating-15-years-together\"> <small>\ud83d\udd17</small></a><em>Quincea\u00f1era</em>: celebrating 15 years together</h3><p>In June, we held two community events and a co-working session to mark rOpenSci's 15th anniversary. Across all three sessions, people shared memories of their first contribution, discussed ideas for the next 15 years, and reminded us of how genuinely welcoming rOpenSci <em>and</em> it's community are. There's more to come :-) Keep an eye out for what we have planned for the rest of the year.</p><h3 id=\"software-peer-review-updates\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-peer-review-updates\"> <small>\ud83d\udd17</small></a>Software Peer-Review updates</h3><p>Community member <a href=\"https://ropensci.org/author/athanasia-mo-mowinckel/\">Athanasia Mo Mowinckel</a> has started a new AI agent \"skills\" repo at <a href=\"https://github.com/ropensci-review-tools/ropensci-skills\"><code>ropensci-review-tools/ropensci-skills</code></a>. The repo holds a variety of \"skills\", which are human-readable markdown files, for AI agents to assist in preparing software for peer-review. Anybody thinking about using AI systems to prepare software for peer-review is encouraged to try out these experimental skills, and to help us improve them for others by opening issues or pull requests in <a href=\"https://github.com/ropensci-review-tools/ropensci-skills\">the GitHub repo</a>.</p><p>Our recent updates to the <a href=\"https://ropensci.org/blog/2026/06/01/goodpractice/\">goodpractice package</a> have also been enhanced with an all-new AI \"skill\". <a href=\"https://github.com/ropensci-review-tools/goodpractice/blob/main/inst/skills/goodpractice4agents.md\">This skill</a> instructs agents to edit and improve your package's code to comply with the full suite of goodpractice checks. You can try it out with the package's new <a href=\"https://docs.ropensci.org/goodpractice/reference/use_skill_gp.html\"><code>use_skill_gp()</code> function</a>.</p><h3 id=\"coworking\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#coworking\"> <small>\ud83d\udd17</small></a>Coworking</h3><p>Read <a href=\"https://ropensci.org/blog/2023/06/21/coworking/\">all about coworking</a>!</p><ul><li>Tuesday July 7nd 2026, 09:00 Americas Pacific (16:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-07/\">\"Debugging in R\"</a>, with <a href=\"https://ropensci.org/author/yanina-bellini-saibene/\">Yanina Bellini Saibene</a> and cohost <a href=\"https://ropensci.org/author/shannon-pileggi\">Shannon Pileggi</a>.<ul><li>Read up on debugging in R.</li><li>Meet community host, Shannon Pileggi, and discuss tips and tricks for debugging in R.</li></ul></li><li>Tuesday August 4th, 09:00 Australia Western (01:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-08/\">\"Vale and Text Linting\"</a>, with <a href=\"https://ropensci.org/author/steffi-lazerte\">Steffi LaZerte</a> and cohost <a href=\"https://ropensci.org/author/jonathan-carroll/\">Jonathan Carroll</a>.<ul><li>Read up on text linting.</li><li>Setup a linting framework for your projects.</li><li>Meet co-host, Jonathan Carroll, and discuss Vale and text linting.</li></ul></li><li>Tuesday September 1st, 14:00 Europe Central (12:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-09/\">\"Getting to Know SORTEE\"</a>, with <a href=\"https://ropensci.org/author/steffi-lazerte\">Steffi LaZerte</a> and cohost <a href=\"https://ropensci.org/author/ed-ivimey-cook/\">Ed Ivimey-Cook</a>.<ul><li>Visit <a href=\"https://sortee.org/\">SORTEE</a> (Society for Open, Reliable, and Transparent Ecology and Evolutionary Biology).</li><li>Meet co-host, Ed Ivimey-Cook, and learn more about SORTEE and how you might get involved.</li></ul></li></ul><p>And remember, you can always cowork independently on work related to R, work on packages that tend to be neglected, or work on what ever you need to get done!</p><h2 id=\"software-package\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-package\"> <small>\ud83d\udd17</small></a>Software \ud83d\udce6</h2><p>The following two packages recently became a part of our software suite:</p><ul><li><p><a href=\"https://docs.ropensci.org/pvEBayes\">pvEBayes</a>, developed by Yihao Tan together with Marianthi Markatou, Saptarshi Chakraborty, and Raktim Mukhopadhyay: A suite of empirical Bayes methods to use in pharmacovigilance. Contains various model fitting and post-processing functions. For more details see Tan et al.\u00a0(2025) <a href=\"https://doi.org/10.1002/sim.70195\">https://doi.org/10.1002/sim.70195</a>, <a href=\"https://doi.org/10.48550/arXiv.2512.01057\">https://doi.org/10.48550/arXiv.2512.01057</a>; Koenker and Mizera (2014) <a href=\"https://doi.org/10.1080/01621459.2013.869224\">https://doi.org/10.1080/01621459.2013.869224</a>; Efron (2016) <a href=\"https://doi.org/10.1093/biomet/asv068\">https://doi.org/10.1093/biomet/asv068</a>. It has been <a href=\"https://github.com/ropensci/software-review/issues/760\">reviewed</a> by Kathryn Doering and Collin Cademartori.</p></li><li><p><a href=\"https://docs.ropensci.org/nycOpenData\">nycOpenData</a>, developed by Christian Martinez: Provides a unified set of helper functions to access datasets from the NYC Open Data platform <a href=\"https://opendata.cityofnewyork.us/\">https://opendata.cityofnewyork.us/</a>. Functions return results as tidy tibbles and support optional filtering, sorting, and row limits via the Socrata API. The package includes endpoints for 311 service requests, DOB job applications, juvenile justice metrics, school safety, environmental data, event permitting, and additional citywide datasets. It has been <a href=\"https://github.com/ropensci/software-review/issues/750\">reviewed</a> by Haolin Dong and Michael Pascale.</p></li></ul><p>Discover <a href=\"https://ropensci.org/packages\">more packages</a>, read more about <a href=\"https://ropensci.org/software-review\">Software Peer Review</a>.</p><h3 id=\"new-versions\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#new-versions\"> <small>\ud83d\udd17</small></a>New versions</h3><p>The following seventeen packages have had an update since the last newsletter: <a href=\"https://docs.ropensci.org/weathercan\" title=\"Download Weather Data from Environment and Climate Change Canada\">weathercan</a> (<a href=\"https://github.com/ropensci/weathercan/releases/tag/v1.0.0\"><code>v1.0.0</code></a>), <a href=\"https://docs.ropensci.org/occCite\" title=\"Querying and Managing Large Biodiversity Occurrence Datasets\">occCite</a> (<a href=\"https://github.com/ropensci/occCite/releases/tag/v0.6.2\"><code>v0.6.2</code></a>), <a href=\"https://docs.ropensci.org/lightr\" title=\"Read Spectrometric Data and Metadata\">lightr</a> (<a href=\"https://github.com/ropensci/lightr/releases/tag/v2.0.0\"><code>v2.0.0</code></a>), <a href=\"https://docs.ropensci.org/gutenbergr\" title=\"Download and Process Public Domain Works from Project Gutenberg\">gutenbergr</a> (<a href=\"https://github.com/ropensci/gutenbergr/releases/tag/v0.5.2\"><code>v0.5.2</code></a>), <a href=\"https://docs.ropensci.org/slopes\" title=\"Calculate Slopes of Roads, Rivers and Trajectories\">slopes</a> (<a href=\"https://github.com/ropensci/slopes/releases/tag/v2.0.0\"><code>v2.0.0</code></a>), <a href=\"https://docs.ropensci.org/qualtRics\" title=\"Download Qualtrics Survey Data\">qualtRics</a> (<a href=\"https://github.com/ropensci/qualtRics/releases/tag/v3.3.0\"><code>v3.3.0</code></a>), <a href=\"https://docs.ropensci.org/srr\" title=\"rOpenSci Software Review Roclets\">srr</a> (<a href=\"https://github.com/ropensci-review-tools/srr/releases/tag/v1.0.0\"><code>v1.0.0</code></a>), <a href=\"https://docs.ropensci.org/goodpractice\" title=\"Advice on R Package Building\">goodpractice</a> (<a href=\"https://github.com/ropensci-review-tools/goodpractice/releases/tag/v1.1\"><code>v1.1</code></a>), <a href=\"https://docs.ropensci.org/pkgmatch\" title=\"Find R Packages Matching Either Descriptions or Other R Packages\">pkgmatch</a> (<a href=\"https://github.com/ropensci-review-tools/pkgmatch/releases/tag/v0.5.4\"><code>v0.5.4</code></a>), <a href=\"https://docs.ropensci.org/pkgstats\" title=\"Metrics of R Packages\">pkgstats</a> (<a href=\"https://github.com/ropensci-review-tools/pkgstats/releases/tag/v0.2.3\"><code>v0.2.3</code></a>), <a href=\"https://docs.ropensci.org/cffr\" title=\"Generate Citation File Format (CFF) Metadata for R Packages\">cffr</a> (<a href=\"https://github.com/ropensci/cffr/releases/tag/v1.4.1\"><code>v1.4.1</code></a>), <a href=\"https://docs.ropensci.org/dfms\" title=\"Dynamic Factor Models\">dfms</a> (<a href=\"https://github.com/ropensci/dfms/releases/tag/v1.0.1\"><code>v1.0.1</code></a>), <a href=\"https://docs.ropensci.org/osmdata\" title=\"Import OpenStreetMap Data as Simple Features or Spatial Objects\">osmdata</a> (<a href=\"https://github.com/ropensci/osmdata/releases/tag/v0.4.0\"><code>v0.4.0</code></a>), <a href=\"https://docs.ropensci.org/aRxiv\" title=\"Interface to the arXiv API\">aRxiv</a> (<a href=\"https://github.com/ropensci/aRxiv/releases/tag/0.20\"><code>0.20</code></a>), <a href=\"https://docs.ropensci.org/Athlytics\" title=\"A Reproducible Framework for Endurance Data Analysis\">Athlytics</a> (<a href=\"https://github.com/ropensci/Athlytics/releases/tag/v1.0.6\"><code>v1.0.6</code></a>), <a href=\"https://docs.ropensci.org/ReLTER\" title=\"An Interface for the eLTER Community\">ReLTER</a> (<a href=\"https://github.com/ropensci/ReLTER/releases/tag/3.1.1\"><code>3.1.1</code></a>), and <a href=\"https://docs.ropensci.org/read.abares\" title=\"Read Australian Agricultural Data from Government Agencies\">read.abares</a> (<a href=\"https://github.com/ropensci/read.abares/releases/tag/v3.0.0\"><code>v3.0.0</code></a>).</p><p>The writexl package has a <a href=\"https://github.com/ropensci/writexl/pull/98#issuecomment-4191858158\">new maintainer</a>, Bill Denney. NLMR is now maintained by <a href=\"https://github.com/ropensci/NLMR/issues/116#issuecomment-4280937012\">Jakub Nowosad</a>.</p><h2 id=\"software-peer-review\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-peer-review\"> <small>\ud83d\udd17</small></a>Software Peer Review</h2><p>There are eighteen recently closed and active submissions and 4 submissions on hold. Issues are at different stages:</p><ul><li><p>Four at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%226/approved%22\">'6/approved'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/760\">pvEBayes</a>, Empirical Bayes Methods for Pharmacovigilance. Submitted by <a href=\"https://github.com/YihaoTancn\">Yihao Tan</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/750\">nycOpenData</a>, Convenient Access to NYC Open Data API Endpoints. Submitted by <a href=\"https://github.com/martinezc1\">Christian Martinez</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/730\">ernest</a>, A Toolkit for Nested Sampling. Submitted by <a href=\"https://github.com/kylesnap\">Kyle Dewsnap</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/671\">pkgmatch</a>, Find R Packages Matching Either Descriptions or Other R Packages. Submitted by <a href=\"https://mpadge.github.io\">mark padgham</a>.</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%225/awaiting-reviewer(s)-response%22\">'5/awaiting-reviewer(s)-response'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/762\">lakefetch</a>, Calculate Fetch and Wave Exposure for Lake Sampling Points. Submitted by <a href=\"https://github.com/jeremylfarrell\">jeremylfarrell</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/704\">priorsense</a>, Prior Diagnostics and Sensitivity Analysis. Submitted by <a href=\"https://github.com/n-kall\">Noa Kallioinen</a>. (Stats).</p></li></ul></li><li><p>Five at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%224/review(s)-in-awaiting-changes%22\">'4/review(s)-in-awaiting-changes'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/744\">RAQSAPI</a>, A Simple Interface to the US EPA Air Quality System Data Mart API. Submitted by <a href=\"https://github.com/mccroweyclinton-EPA\">mccroweyclinton-EPA</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/743\">RAMEN</a>, RAMEN: Regional Association of Methylome variability with the Exposome and geNome. Submitted by <a href=\"https://erick-navarrodelgado.netlify.app\">Erick Navarro-Delgado</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/741\">logolink</a>, An Interface for Running NetLogo Simulations. Submitted by <a href=\"https://danielvartan.com\">Daniel Vartanian</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/718\">rcrisp</a>, Automate the Delineation of Urban River Spaces. Submitted by <a href=\"https://github.com/cforgaci\">Claudiu Forgaci</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/615\">galamm</a>, Generalized Additive Latent and Mixed Models. Submitted by <a href=\"https://osorensen.no\">\u00d8ystein S\u00f8rensen</a>. (Stats).</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%223/reviewer(s)-assigned%22\">'3/reviewer(s)-assigned'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/765\">ciecl</a>, International Classification of Diseases ICD-10/ICD-11 for Chile. Submitted by <a href=\"https://github.com/Rodotasso\">Rodolfo Tasso</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/763\">EpiStrainDynamics</a>, Infer temporal trends of multiple pathogens. Submitted by <a href=\"https://www.smwindecker.com\">Saras Windecker</a>. (Stats).</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%222/seeking-reviewer(s)%22\">'2/seeking-reviewer(s)'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/740\">fcmconfr</a>, Fuzzy Cognitive Map Analysis in R. Submitted by <a href=\"https://github.com/bhroston\">benroston</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/717\">coevolve</a>, Fit Bayesian Generalized Dynamic Phylogenetic Models using Stan. Submitted by <a href=\"https://scottclaessens.github.io/\">Scott Claessens</a>. (Stats).</p></li></ul></li><li><p>Three at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%221/editor-checks%22\">'1/editor-checks'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/775\">grumpy</a>, Read NumPy .npy and .npz Files. Submitted by <a href=\"https://hugogruson.fr/\">Hugo Gruson</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/752\">metasurvey</a>, Reproducible Survey Data Processing with Step Pipelines. Submitted by <a href=\"https://github.com/mauroloprete\">Mauro Loprete</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/725\">LBDiscoverAnalysis</a>, Co-occurrence Discovery Models and Visualization for Biomedical LBD. Submitted by <a href=\"https://github.com/chaoliu-cl\">Chao Liu</a>.</p></li></ul></li></ul><p>Find out more about <a href=\"https://ropensci.org/software-review\">Software Peer Review</a> and how to get involved.</p><h2 id=\"on-the-blog\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#on-the-blog\"> <small>\ud83d\udd17</small></a>On the blog</h2><!-- Do not forget to rebase your branch! --><h3 id=\"software-review\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-review\"> <small>\ud83d\udd17</small></a>Software Review</h3><ul><li><p><a href=\"https://ropensci.org/blog/2026/06/11/neweditorsQ22026\">Ronny Hernandez Mora, Joel Nitta, and Nick Tierney Join rOpenSci Software Peer Review Editorial Team</a> by Ronny Hernandez Mora, Joel Nitta, Nicholas Tierney, and Yanina Bellini Saibene. Introducing three new editors for rOpenSci software peer review.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/19/maintainers-month\">Celebrating Our Maintainers during Maintainers Month</a> by Yanina Bellini Saibene. A Look Back at our Maintainer Month 2026 social media campaign.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/01/goodpractice\">Our goodpractice Package Has New Superpowers</a> by Mark Padgham and Athanasia Mo Mowinckel. We have worked hard over the past few months on major upgrades to our goodpractice package. Checks are now grouped into categories, making it easier to control which checks are run. The biggest change has been adding over 100 new checks, from new lints to many new CRAN checks.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/02/ftc-guide\">A New Guide: Organizing Events for First-time Contributors</a> by Steffi LaZerte and Yanina Bellini Saibene. We introduce our Guide book for organizing events to support first-time contributors to FOSS.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/07/r-universe-updates\">Five recent R-universe features you might have missed</a> by Jeroen Ooms. In this technote we look at a few recent additions that make R-universe a little nicer, faster, or more convenient to use.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/09/champions-2026\">Eleven Latin American Voices for Open Science: The New Cohort of Champions rOpenSci 2026</a> by Basti\u00e1n Olea Herrera, Denisse Fierro Arcos, Durga Valentina Linares Herrera, Evelia Lorena Coss Navarrete, Gladys Choque Ulloa, Jos\u00e9 Daniel Conejeros, Linda Cabrera Orellana, Mar\u00eda Florencia Tames, Marina Cecilia Cock, Patricia A. Loto, Estefania Torrej\u00f3n, and Yanina Bellini Saibene. Introducing 11 new rOpenSci Champions. Other languages: <a href=\"https://ropensci.org/es/blog/2026/06/09/champions-2026\" lang=\"es\">Once voces latinoamericanas para la ciencia abierta: la nueva cohorte de Campeon(a|e)s rOpenSci 2026 (es)</a>.</p></li></ul><h2 id=\"calls-for-contributions\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-contributions\"> <small>\ud83d\udd17</small></a>Calls for contributions</h2><h3 id=\"calls-for-maintainers\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-maintainers\"> <small>\ud83d\udd17</small></a>Calls for maintainers</h3><p>If you're interested in maintaining any of the R packages below, you might enjoy reading our blog post <a href=\"https://ropensci.org/blog/2023/02/07/what-does-it-mean-to-maintain-a-package/\">What Does It Mean to Maintain a Package?</a>.</p><ul><li><p><a href=\"https://docs.ropensci.org/charlatan\">charlatan</a>, create fake data in R. <a href=\"https://github.com/ropensci/charlatan/issues/150\">Issue for volunteering</a>.</p></li><li><p><a href=\"https://docs.ropensci.org/hddtools\">hddtools</a>, Tools to discover hydrological data, accessing catalogues and databases from various data providers. <a href=\"https://github.com/ropensci/hddtools/issues/36\">Issue for volunteering</a>.</p></li></ul><h3 id=\"calls-for-contributions-1\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-contributions-1\"> <small>\ud83d\udd17</small></a>Calls for contributions</h3><p>Refer to our <a href=\"https://ropensci.org/help-wanted/\">help wanted page</a> \u2013 before opening a PR, we recommend asking in the issue whether help is still needed.</p><h2 id=\"package-development-corner\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#package-development-corner\"> <small>\ud83d\udd17</small></a>Package development corner</h2><p>Some useful information for R package developers. \ud83d\udc40</p><h3 id=\"goodpractices-new-features-and-behind-the-scene-notes\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#goodpractices-new-features-and-behind-the-scene-notes\"> <small>\ud83d\udd17</small></a>goodpractice's new features and behind-the-scene notes</h3><p>Software Review Lead Mark Padgham and long-time community member <a href=\"https://ropensci.org/author/athanasia-mo-mowinckel/\">Athanasia Mo Mowinckel</a> have written a blog post particularly relevant to package developers for two reasons:</p><ul><li>Learn how goodpractice, which helps make your package better, has improved.</li><li>Read how Mark and Mo collaborated, including their use of LLMs in the development process.</li></ul><h3 id=\"dumb-ways-for-an-open-source-project-to-die\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#dumb-ways-for-an-open-source-project-to-die\"> <small>\ud83d\udd17</small></a>Dumb Ways for an Open Source Project to Die</h3><p>If you're interested in open-source software projects' survivability, you'll enjoy this <a href=\"https://nesbitt.io/2026/05/19/dumb-ways-for-an-open-source-project-to-die.html\">write-up by Andrew Nesbitt</a> shared by Yanina Bellini Saibene.</p><h3 id=\"refactoring-with-jarl-unused-functions-and-more\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#refactoring-with-jarl-unused-functions-and-more\"> <small>\ud83d\udd17</small></a>Refactoring with Jarl: unused functions and more</h3><p>Hannah Frick and Ma\u00eblle Salmon wrote <a href=\"https://blog.r-hub.io/2026/06/02/jarl/\">\"Refactoring with Jarl: a coffee chat\"</a> on the R-hub blog.</p><h3 id=\"a-strategy-for-recovering-data-on-request-interruption\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#a-strategy-for-recovering-data-on-request-interruption\"> <small>\ud83d\udd17</small></a>A strategy for recovering data on request interruption</h3><p>G\u00e1bor Cs\u00e1rdi summarized <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/\">recent changes to the gh package</a>. Especially interesting is his strategy for <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/#Interrupts\">interruptions</a>: the user starts a long query then interrupts the process\u2026 how to not lose the data that's already been received? The solution is to make it accessible through <a href=\"https://rlang.r-lib.org/reference/last_error.html\"><code>rlang::last_error()</code></a>. More details in the <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/#Interrupts\">post</a>.</p><h3 id=\"curl-summer-of-bliss\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#curl-summer-of-bliss\"> <small>\ud83d\udd17</small></a>curl summer of bliss</h3><p>The curl project <a href=\"https://daniel.haxx.se/blog/2026/06/15/curl-summer-of-bliss/\">announced</a> that it will not accept any vulnerability report during the month of July this year. This is both the opportunity for maintainers to take a break, and to advertise paid curl support, in which there will be no interruption of service.</p><h3 id=\"to-conventionally-commit-or-not\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#to-conventionally-commit-or-not\"> <small>\ud83d\udd17</small></a>To conventionally commit or not</h3><p>Sumner Evans wrote an interesting post <a href=\"https://sumnerevans.com/posts/software-engineering/stop-using-conventional-commits/\">criticizing the conventional commits convention</a> (starting commits with e.g.\u00a0<code>fix:</code> for bug fixes, <code>feat:</code> for new features, etc).</p><h3 id=\"more-than-gitignore\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#more-than-gitignore\"> <small>\ud83d\udd17</small></a>More than .gitignore</h3><p>Nelson Figueroa wrote a useful <a href=\"https://nelson.cloud/.gitignore-isnt-the-only-way-to-ignore-files-in-git/\">overview</a> of the different ways to make Git ignore some files.</p><h3 id=\"how-to-work-with-llms-without-losing-your-skills\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#how-to-work-with-llms-without-losing-your-skills\"> <small>\ud83d\udd17</small></a>How to work with LLMs without losing your skills</h3><p>Vicki Boykis wrote an insightful post <a href=\"https://vickiboykis.com/2026/05/28/we-should-be-more-tired-than-the-model/\">\"We should be more tired than the model\"</a> including pratical tips such as \"Starting to use the agent only after I've spent 20 minutes on the problem\" or \"Discussing an agent's proposed implementation with another person instead\".</p><h2 id=\"last-words\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#last-words\"> <small>\ud83d\udd17</small></a>Last words</h2><p>Thanks for reading! If you want to get involved with rOpenSci, check out our <a href=\"https://contributing.ropensci.org\">Contributing Guide</a>. This guide will help direct you to the right place, whether you want to make code contributions, non-code contributions, or contribute in other ways such as through sharing use cases. You can also support our work through <a href=\"https://ropensci.org/donate\">donations</a>.</p><p>If you haven't subscribed to our newsletter yet, you can <a href=\"https://ropensci.org/news/\">do so though our signup form</a>. Until it's time for our next newsletter, you can keep in touch with us through our <a href=\"https://ropensci.org/\">website</a>, <a href=\"https://hachyderm.io/@rOpenSci\">Mastodon</a>, or <a href=\"https://www.linkedin.com/company/ropensci/\">LinkedIn</a>. See you soon!</p>","doi":"https://doi.org/10.59350/312sy-1dt83","guid":"https://doi.org/10.59350/312sy-1dt83","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"mm3pb-hmd04","summary":"Dear rOpenSci friends, it's time for our monthly news roundup! You can read this post on our blog. Now let's dive into the activity at and around rOpenSci! \ud83d\udd17rOpenSci HQ \ud83d\udd17Champions Program update We have two concurrent cohorts, both in Spanish. The 2025\u20132026 cohort is nearing the end of its participation in the program, so we are organizing the closing meeting and the overall evaluation.","tags":["Newsletter"],"title":"rOpenSci News Digest, June 2026","updated_at":1782806444,"url":"https://ropensci.org/blog/2026/06/30/news-june-2026/","version":"v1"}},{"document":{"authors":[{"contributor_roles":[],"family":"Moresi","given":"Louis","url":"https://orcid.org/0000-0003-3685-174X"}],"blog":{"authors":null,"community_id":"c8b71a5b-b872-47ab-89f7-7c84741d68fc","created":1697760000,"current_feed_url":null,"description":"Geodynamics, Computation and Education","favicon":"https://rogue-scholar.org/api/communities/c8b71a5b-b872-47ab-89f7-7c84741d68fc/logo","feed_format":"application/rss+xml","feed_url":"https://www.underworldcode.org/rss/","filter":null,"generator":"Ghost","home_page_url":"https://www.underworldcode.org/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"underworldcode","status":"active","subfield":"1908","title":"Underworld Geodynamics Community","updated":1782475466,"use_api":true},"blog_name":"Underworld Geodynamics Community","blog_slug":"underworldcode","content_html":"<p>In Underworld2, adding a new rheology was a matter of writing C code inside the StGermain framework, compiling it, and registering it with the component system. The barrier was high enough that most users never tried. The available rheologies were the ones the developers had implemented, and combining them required understanding the C internals.</p><p>In Underworld3, a constitutive model is a Python class where the relationship between fluxes and gradients is encoded as a SymPy expression. You can build a viscous model, add plasticity, add elasticity, make it anisotropic. At every stage the mathematics is visible, inspectable, and differentiable. The framework handles Jacobians, C code generation, and PETSc integration. You handle the physics.</p><pre><code class=\"language-python\">stokes = uw.systems.Stokes(mesh)\nstokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = viscosity_fn\n</code></pre><p>This post explains how constitutive models work in UW3, from simple viscous flow through to viscoelastic-plastic rheologies with stress history.</p><h2 id=\"the-constitutive-relationship\">The Constitutive Relationship</h2><p>A constitutive model in Underworld3 defines the relationship between a flux (e.g. stress - a momentum flux) and gradients of the unknowns (e.g. strain rate - gradients of velocity). For a Stokes flow problem, the solver needs a flux term $\\mathbf{F_1}$ that expresses the deviatoric stress:</p><p>$$<br>\\sigma_{ij} = C_{ijkl} , \\dot\\varepsilon_{kl}<br>$$</p><p>where $C_{ijkl}$ is the constitutive tensor (viscosity in this case) and $\\dot\\varepsilon$ is the symmetric strain rate tensor derived from the velocity gradient. For isotropic viscous flow, $C_{ijkl}$ reduces to $2\\eta , I_{ijkl}$ where $\\eta$ is the viscosity and $I$ is the symmetric identity tensor. For more complex rheologies, the constitutive tensor can depend on the strain rate itself, on pressure, temperature, stress history, or material orientation.</p><p>The constitutive model's job is to build this tensor symbolically. The solver reads the model's <code>.flux</code> property, which returns the stress as a SymPy matrix expression. From there, the JIT pipeline described in our <a href=\"https://www.underworldcode.org/how-underworld3-turns-sympy-into-c/\">SymPy-to-C post</a> takes over: automatically deriving Jacobians, unwrapping nested expressions, C code generation, PETSc integration.</p><h2 id=\"viscous-flow-the-starting-point\">Viscous Flow: The Starting Point</h2><p>The simplest constitutive model is <code>ViscousFlowModel</code>. It has one parameter: shear viscosity.</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = uw.expression(\n    r\"\\eta\", uw.quantity(1e21, \"Pa*s\")\n)\n</code></pre><p>The viscosity can be a constant, a UWexpression with units, a SymPy expression involving temperature and pressure, or a mesh variable. The model does not care. It builds the stress tensor symbolically:</p><p>$$<br>\\sigma = 2\\eta , \\dot\\varepsilon<br>$$</p><p>You can inspect this at any time:</p><pre><code class=\"language-python\">stokes.constitutive_model.flux\n# Returns: 2 * \u03b7 * \u03b5\u0307(u)  \u2014 as a SymPy Matrix\n</code></pre><p>In a Jupyter notebook, this renders as mathematics. You can see exactly what the solver will compute. If the viscosity expression is wrong, you see it here before running the solver.</p><h2 id=\"parameters-as-guarded-descriptors\">Parameters as Guarded Descriptors</h2><p>A common source of bugs in scientific code is mis-spelling a parameter name. You write <code>stokes.constitutive_model.Parameters.viscosty = 1e21</code> and nothing complains. The parameter you intended to set keeps its default value. The solver runs. The answer is wrong.</p><p>UW3's parameter system prevents this. Every constitutive model defines a <code>_Parameters</code> class whose attributes are descriptors. If you try to set an attribute that does not match a declared parameter, you get an immediate <code>AttributeError</code> listing the valid names:</p><pre><code class=\"language-python\">stokes.constitutive_model.Parameters.viscosty = 1e21\n# AttributeError: Cannot set 'viscosty' on ViscousFlowModel Parameters.\n# Valid parameters: shear_viscosity_0\n# (Did you mean 'shear_viscosity_0'? Use .viscosity as a shorthand.)\n</code></pre><p>The descriptor names are the API. <code>shear_viscosity_0</code> is both the internal name and the user-facing setter. For convenience, viscous models also provide a <code>.viscosity</code> alias that maps to <code>shear_viscosity_0</code>.</p><p>Each parameter descriptor carries a LaTeX symbol, a default value factory, a description, and optional units. The defaults are created lazily through the owning model's symbol factory, ensuring that every parameter gets a unique SymPy symbol even when multiple models coexist.</p><h2 id=\"anisotropy-and-tensor-representations\">Anisotropy and Tensor Representations</h2><p>The scalar viscosity in <code>ViscousFlowModel</code> produces an isotropic constitutive tensor. But many geodynamics problems involve directional weakness: fault zones, shear bands, crystallographic fabric. <code>TransverseIsotropicFlowModel</code> handles this by introducing a director vector $\\mathbf{n}$ and a second viscosity:</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.TransverseIsotropicFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta_matrix   # matrix viscosity\nstokes.constitutive_model.Parameters.shear_viscosity_1 = eta_fault    # fault-plane viscosity\nstokes.constitutive_model.Parameters.director = n_vector              # orientation\n</code></pre><p>The constitutive tensor becomes:</p><p>$$<br>C_{ijkl} = 2\\eta_0 , I_{ijkl} + 2(\\eta_0 - \\eta_1) , A_{ijkl}(\\mathbf{n})<br>$$</p><p>where $A_{ijkl}$ is the anisotropic correction involving products of the director components. When $\\eta_0 = \\eta_1$, the correction vanishes and you recover isotropic flow. When $\\eta_1 &lt; \\eta_0$, the material is weak along planes perpendicular to the director.</p><p>Building this tensor correctly requires care with index symmetries. The rank-4 constitutive tensor $C_{ijkl}$ has 81 components in 3D (16 in 2D), but the symmetries of stress and strain rate reduce the independent entries. The standard approach in finite element work is to flatten the symmetric tensors into vectors and the constitutive tensor into a matrix. There are two common ways to do this, and the difference matters.</p><h3 id=\"voigt-notation\">Voigt Notation</h3><p>In Voigt notation, the stress and strain rate tensors are written as vectors by listing the independent components:</p><p>$$<br>\\tau_I = (\\tau_{11}, \\tau_{22}, \\tau_{12}), \\quad \\dot\\varepsilon_I = (\\dot\\varepsilon_{11}, \\dot\\varepsilon_{22}, 2\\dot\\varepsilon_{12})<br>$$</p><p>Note the factor of 2 on the off-diagonal strain rate. The constitutive matrix $C_{IJ}$ is then the rearrangement of the rank-4 tensor without scaling. For isotropic viscosity in 2D:</p><p>$$<br>\\left[\\begin{matrix} \\tau_{11} \\\\ \\tau_{22} \\\\ \\tau_{12} \\end{matrix}\\right] =<br>\\left[\\begin{matrix} \\eta &amp; 0 &amp; 0 \\\\ 0 &amp; \\eta &amp; 0 \\\\ 0 &amp; 0 &amp; \\eta/2 \\end{matrix}\\right]<br>\\left[\\begin{matrix} \\dot\\varepsilon_{11} \\\\ \\dot\\varepsilon_{22} \\\\ 2\\dot\\varepsilon_{12} \\end{matrix}\\right]<br>$$</p><p>This is what you will find in most finite element textbooks. It works for computing stress from strain rate, but it has a problem: $\\tau_I \\dot\\varepsilon_I \\neq \\tau_{ij}\\dot\\varepsilon_{ij}$. The vector inner product does not reproduce the tensor inner product. And $C_{IJ}$ does not transform correctly under rotations.</p><h3 id=\"mandel-notation\">Mandel Notation</h3><p></p><p>Mandel notation fixes both problems by applying a scaling matrix $\\mathbf{P}$ that puts a factor of $\\sqrt{2}$ on the off-diagonal components:</p>\n<p>$$<br>\n\\tau^{ * } _ {I} = P _ {IJ},\\tau _ {J}, \\quad \\dot\\varepsilon^{ * } _ {I} = P _ {IJ},\\dot\\varepsilon _ {J}, \\quad C^{ * } _ {IJ} = P _ {IK} ,C _ {KL} , P _ {LJ}<br>\n$$</p>\n<p>where $\\mathbf{P} = \\textrm{diag}(1, 1, \\sqrt{2})$ in 2D, or $\\textrm{diag}(1,1,1,\\sqrt{2},\\sqrt{2},\\sqrt{2})$ in 3D. In Mandel form, the isotropic constitutive matrix becomes:</p>\n<p>$$<br>\nC^{ * } _ {IJ} = \\eta , \\delta _ {IJ}<br>\n$$</p>\n<p>This is just $\\eta$ times the identity. The fourth-order symmetric identity tensor, which has an awkward $1/2$ factor in its off-diagonal rank-4 components, becomes the matrix identity in Mandel form.</p>\n<p>The advantage of this approach is that rotations work naturally. If $\\mathbf{R}$ is a rotation matrix, then the rotated Mandel constitutive matrix is:</p>\n<p>$$<br>\nC'^{ * } _ {IJ} = R^{ * }_ {IK} , C^{ * } _ {KL} , R^{ * T} _ {LJ}<br>\n$$</p>\n<p>where $R^{ * }$ is the Mandel-form rotation matrix derived from $\\mathbf{R}$. This is why UW3 builds the transverse isotropic constitutive tensor in Mandel form. The anisotropic correction is defined in the material frame, rotated to the global frame using the director, and converted back to the rank-4 tensor. In Voigt notation, the same rotation would require tracking which components get the factor of 2 and which do not.</p>\n<h3 id=\"how-uw3-uses-these-representations\">How UW3 Uses These Representations</h3><p>The internal representation is the full rank-4 tensor $C_{ijkl}$. The Mandel form is available to the user through the <code>.C</code> property (capital C) for inspection and for supplying custom anisotropic tensors. The raw rank-4 tensor is available through <code>.c</code> (lowercase). If you provide a scalar viscosity, the model builds the rank-4 tensor directly. If you provide a Mandel matrix, the model converts it. Stress is passed to PETSc in Voigt form via <code>.flux_1d</code> to match its symmetric tensor storage conventions. The conversions between these representations are handled by utility functions in <code>maths/tensors.py</code>, and the index book keeping is automatic and dimension-independent.</p><h2 id=\"adding-plasticity\">Adding Plasticity</h2><p><code>ViscoPlasticFlowModel</code> extends <code>ViscousFlowModel</code> with a yield stress. When the deviatoric stress exceeds the yield stress, the effective viscosity drops to keep the stress at the yield surface:</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.ViscoPlasticFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta\nstokes.constitutive_model.Parameters.yield_stress = uw.expression(\n    r\"\\tau_y\", uw.quantity(100, \"MPa\")\n)\n</code></pre><p>The plastic viscosity is computed from the yield stress and the second invariant of the strain rate:</p><p>$$<br>\\eta_\\textrm{pl} = \\frac{\\tau_y}{2 , \\dot\\varepsilon_{II}}<br>$$</p><p>The effective viscosity is the lesser of the viscous and plastic values.<br>$$<br>\\eta_\\textrm{eff} = \\min(\\eta_\\textrm{v}, \\eta_\\textrm{pl})<br>$$<br>The model provides several other ways to combine them, because the choice affects Newton solver convergence. The default (\"smooth\") form uses a corrected harmonic blend:<br>$$<br>\\eta_\\textrm{eff} = \\eta_v \\cdot \\frac{1 + f}{1 + f + f^2}, \\quad f = \\frac{\\eta_\\textrm{v}}{\\eta_\\textrm{pl}}<br>$$</p><p>This function is smooth everywhere, approaches $\\eta_v$ when $f \\to 0$ (below yield), and approaches $\\eta_{pl}$ exactly when $f \\to \\infty$ (fully yielded). Other modes include harmonic averaging, a soft-min approximation, and a sharp min. The smooth default works well with Newton iteration because the Jacobian is continuous.</p><p>None of this blending logic requires special solver code. The effective viscosity is a SymPy expression. The solver differentiates it symbolically for the Jacobian. If you switch from smooth to sharp yielding, the Jacobian updates automatically.</p><h2 id=\"adding-elasticity-stress-has-memory\">Adding Elasticity: Stress Has Memory</h2><p>Viscous and plastic models are instantaneous. The stress depends only on the current strain rate. Elastic behaviour introduces memory: the stress depends on the deformation history.</p><p><code>ViscoElasticPlasticFlowModel</code> handles this. The Maxwell viscoelastic rheology combines viscous and elastic responses:</p><p>$$<br>\\dot\\varepsilon = \\frac{\\sigma}{2\\eta} + \\frac{\\dot\\sigma}{2\\mu}<br>$$</p><p>Rearranging and discretising in time, the stress at the current step depends on the stress at previous steps. This stress history is a transported term, advected (and rotated) with the flow.</p><pre><code class=\"language-python\">stokes = uw.systems.VE_Stokes(mesh, order=2)\nstokes.constitutive_model = uw.constitutive_models.ViscoElasticPlasticFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta\nstokes.constitutive_model.Parameters.shear_modulus = uw.expression(\n    r\"\\mu\", uw.quantity(1e10, \"Pa\")\n)\n</code></pre><p>The time discretisation uses backward differentiation formulas (BDF) with coefficients that adapt to variable timestep sizes. At order 1, this is the implicit Euler method. At order 2, BDF-2 gives second-order accuracy in time. When the timestep changes abruptly, the model falls back to BDF-1 automatically to avoid instabilities from extrapolating stress history over a large time gap.</p><p>The stress history lives on particles via the solver's <code>DFDt</code> (flux time derivative) infrastructure. When you assign a constitutive model that requires stress history, the solver creates the necessary particle storage and sets up advection automatically. The same BDF/Adams-Moulton framework that handles temperature advection handles stress advection. The constitutive model declares <code>requires_stress_history = True</code>, and the solver takes care of the rest.</p><p>If you don't want to use particles for tracking the stress history, you can use a semi-Lagrangian version of the <code>DFDt</code> which is a drop-in replacement at the user level. </p><p>For VEP problems, the viscoelastic effective strain rate includes contributions from the stress history, and the plastic yield criterion is evaluated against this total deformation rate. The <code>bdf_blend</code> parameter controls blending between BDF-1 and BDF-2 near the yield surface, where pure BDF-2 can produce oscillations. The model auto-detects the appropriate blend: pure VE problems get full BDF-2 accuracy, while VEP problems get a stable near-optimal blend.</p><p>Recent work has extended the anisotropic model to <code>TransverseIsotropicVEPFlowModel</code>, combining directional weakness with viscoelastic stress memory and plastic yielding. The yield criterion is evaluated on the resolved shear stress on the fault plane, computed from the full stress tensor and the director orientation. In UW3, this is a class that inherits from the VEP model and overrides the stress computation with additional director terms. The Jacobian follows automatically. In UW2, it would have been extremely difficult to implement.</p><h2 id=\"the-solvers-view\">The Solver's View</h2><p>From the solver's perspective, a constitutive model is just an object with a <code>.flux</code> property that returns a SymPy Matrix. The same object pattern is used for constitutive models for stokes flow, heat diffusion, Darcy flow ... The solver does not know whether the flux comes from a constant viscosity, a temperature-dependent Frank-Kamenetskii law, a viscoelastic model with stress history, or an anisotropic fabric model. It differentiates the flux to get the Jacobian, compiles both to C, and registers them with PETSc.</p><p>The assignment pattern reflects this:</p><pre><code class=\"language-python\"># Assign a class \u2014 solver instantiates with its own Unknowns\nstokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\n\n# Or assign an instance you've already configured\nmodel = uw.constitutive_models.ViscoElasticPlasticFlowModel(stokes.Unknowns, order=2)\nmodel.Parameters.shear_viscosity_0 = eta\nmodel.Parameters.shear_modulus = mu\nstokes.constitutive_model = model\n</code></pre><p>When you assign a model, the solver shares its <code>Unknowns</code> object with the model. This gives the model access to the velocity gradient (for computing strain rate), the DFDt stress history (for viscoelasticity), and the coordinate system (for computing directors in curvilinear geometry, for example). The model and solver are collaborators, not independent objects.</p><h2 id=\"the-design-pattern\">The Design Pattern</h2><p>The constitutive model system embodies a design choice that runs through all of Underworld3: separate the physics from the numerics. The physics lives in the constitutive model. It knows about viscosity, yield stress, elastic moduli, directors, stress history. It expresses all of this using SymPy objects.</p><p>The numerical part lives in the solver. This knows about weak forms, Jacobians, PETSc assembly, Newton iteration, time stepping. It reads the model's symbolic expressions and compiles them.</p><p>The boundary between the two is a SymPy Matrix. Everything on one side of that boundary is human-readable physics. On the other side is machine-generated numerics. You can change the physics without touching the solver. You can change the solver without touching the physics. And because the boundary is symbolic, both sides are inspectable at every stage.</p><p>In UW2, the physics and numerics were entangled in C. Changing one required understanding both. In UW3, you can write a new rheology in an afternoon, in a notebook, without compiling anything. That is the practical consequence of making constitutive models symbolic objects.</p>","doi":"https://doi.org/10.59350/5fe9q-8ps48","guid":"69d7d320eb7226563af542d3","image":"https://images.unsplash.com/photo-1665473052284-164335672208?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDV8fHN5cnVwfGVufDB8fHx8MTc3NTc1MzA5NXww&ixlib=rb-4.1.0&q=80&w=2000","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1775952000,"rid":"61qad-eae12","summary":"In Underworld2, adding a new rheology was a matter of writing C code inside the StGermain framework, compiling it, and registering it with the component system. The barrier was high enough that most users never tried. The available rheologies were the ones the developers had implemented, and combining them required understanding the C internals.","tags":["Underworld Code","Tricks Of The Trade","Development"],"title":"Constitutive Models in Symbolic Form","updated_at":1782794178,"url":"https://www.underworldcode.org/constitutive-models-in-symbolic-form/","version":"v1"}}],"items":[{"authors":[{"affiliation":[{"id":"https://ror.org/0153tk833","name":"University of Virginia"}],"contributor_roles":[],"family":"Turner","given":"Stephen D.","url":"https://orcid.org/0000-0001-9140-9028"}],"blog":{"authors":[{"name":"Stephen Turner"}],"community_id":"382941a7-2ffa-41df-8bbb-5f772188517f","created":1780876800,"current_feed_url":null,"description":"A practicing data scientist's take on AI, genomics, biosecurity, and the ways AI is reshaping how science gets done. Weekly updates from the field. Occasional notes on programming.","favicon":"https://rogue-scholar.org/api/communities/382941a7-2ffa-41df-8bbb-5f772188517f/logo","feed_format":"application/rss+xml","feed_url":"https://blog.stephenturner.us/feed","filter":null,"generator":"Substack","home_page_url":"https://blog.stephenturner.us","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"stephenturner","status":"active","subfield":"1311","title":"Paired Ends","updated":1782853644,"use_api":null},"blog_name":"Paired Ends","blog_slug":"stephenturner","content_html":"<p>Anthropic released <a href=\"https://claude.com/product/claude-science\">Claude Science</a> today, a desktop app that runs analyses on your own machine claiming that it can trace every step from raw data to finished figure. Read Anthropic's <a href=\"https://www.anthropic.com/news/claude-science-ai-workbench\">blog post here</a>, or <a href=\"https://www.statnews.com/2026/06/30/anthropic-release-claude-science-ceo-dario-amodei/\">this story in STAT+</a> if you have a subscription.</p><p>I took it for a test drive to do a literature review, and for another little project that involved data collection and analysis that I've been putting off for well over a year. It went off and worked on its own for a couple hours without intervention. While it didn't one-shot everything I had in mind, it's definitely a step change in how I'd have previously approached this little project.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>What Anthropic says about Claude Science</h2><p><em>Screenshots in this section are from Anthropic's blog post.</em></p><p>I've watched enough \"AI for science\" launches turn out to be a chat window with a biology system prompt. I tried to read into the blog post to see what parts that go past that. There are a few.</p><p>Provenance. When the app makes a figure, it attaches the code that produced it, the environment it ran in, a plain-language account of what it did, and the full message history that led there. This makes it sound like you can open a plot from months ago, see exactly how it was made, then ask it to drop the gridlines or switch an axis to log scale and watch it edit its own code. I.e., docs and chat logs attached to the artifact itself. Nothing revolutionary here, but some nice cohesion that my stack currently lacks.</p><p>Reviewer agent. While an analysis runs, a separate agent checks the outputs and flags bad citations, numbers it can't trace to a source, and figures that don't match the code that generated them, correcting as it goes. I.e., one agent producing and another checking, aimed at the part of comp bio where mistakes are hardest to catch and most expensive to ship.</p><p>It runs where your data already lives. Looks like you can install it on your laptop, a lab Linux box, or an HPC login node, and it writes and submits jobs over SSH. The Python and R kernels persist across the session.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!6TMF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 424w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 848w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1272w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp\" width=\"1881\" height=\"1090\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1090,&quot;width&quot;:1881,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:228044,&quot;alt&quot;:&quot;Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.\" title=\"Image showing how Claude science builds environments and manages compute on your laptop, your cluster, or GPUs on demand.\" srcset=\"https://substackcdn.com/image/fetch/$s_!6TMF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 424w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 848w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1272w, https://substackcdn.com/image/fetch/$s_!6TMF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>Claude Science is pre-configured for genomics, single-cell, proteomics, and cheminformatics, connecting to 60+ scientific databases out of the box.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 424w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 848w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1272w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp\" width=\"1881\" height=\"1092\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1092,&quot;width&quot;:1881,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:329334,&quot;alt&quot;:&quot;Image showing how Claude comes pre-configured for scientific work&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"Image showing how Claude comes pre-configured for scientific work\" title=\"Image showing how Claude comes pre-configured for scientific work\" srcset=\"https://substackcdn.com/image/fetch/$s_!Wd6N!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 424w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 848w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1272w, https://substackcdn.com/image/fetch/$s_!Wd6N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6605b542-3e2c-4ace-bb12-0009cfff45b8_1881x1092.webp 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>Trying it out for myself</h2><p><em>Screenshots in this section are my own.</em></p><p>I wanted to get a closer look at this before I start my <a href=\"https://blog.stephenturner.us/p/ai-dry-july\">AI Dry July</a>. I downloaded and signed in. It'll ask you which connectors you want to use, and which skills you want to enable.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!B5HB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 424w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 848w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1272w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png\" width=\"1456\" height=\"589\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/db93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:589,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1069146,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!B5HB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 424w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 848w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1272w, https://substackcdn.com/image/fetch/$s_!B5HB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdb93a6b4-05dd-4fce-bb39-57b7e0270417_3745x1516.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>It suggested a few things it could do for me. It suggested I let it run a literature search on AI and biosecurity, focusing on dual-use and human uplift. I also prompted it with a question of my own that would involve collecting data and doing some analysis.</p><p>Results below, but first off, I'll note that it started chewing through my session limits <em>very</em> quickly. There's a handy update to the Usage section that shows you which sessions are using prose/tools tokens the most. I burned through my 5 hour limit with two prompts, and ate about another $50 in extra usage. Which is actually incredibly cheap relative to the time it would have taken me to do some of what it did here for me.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!DuIG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 424w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 848w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1272w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png\" width=\"836\" height=\"487\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/eaee799f-5025-4f2c-91f7-70e725acf632_836x487.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:487,&quot;width&quot;:836,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:75308,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!DuIG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 424w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 848w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1272w, https://substackcdn.com/image/fetch/$s_!DuIG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaee799f-5025-4f2c-91f7-70e725acf632_836x487.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h3>Literature review: AI x Biosecurity</h3><p>When I logged in Claude Science suggested I let it run a literature search on AI and biosecurity, focusing on dual-use and human uplift. I said sure, and it wrote a prompt for me. </p><blockquote><p>Conduct a comprehensive meta-analysis of literature at the intersection of AI and biosecurity to identify key themes, gaps, and implications for research in this emerging area.</p></blockquote><p>It started writing some code to search through OpenAlex, then ran that code, made some plots, and gave me back some spreadsheets of papers to look through, as well as a report (not really a meta-analysis) summarizing the state of the field, recent trends, geographical analysis, etc.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!X1ah!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 424w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 848w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1272w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png\" width=\"1202\" height=\"1228\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1228,&quot;width&quot;:1202,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:295184,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!X1ah!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 424w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 848w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1272w, https://substackcdn.com/image/fetch/$s_!X1ah!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2cde23b7-f263-42ae-9e25-fbdd1b5a5363_1202x1228.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>Some results and artifacts:</p><div class=\"file-embed-wrapper\" data-component-name=\"FileToDOM\"><div class=\"file-embed-container-reader\"><div class=\"file-embed-container-top\"><image class=\"file-embed-thumbnail-default\" src=\"https://substackcdn.com/image/fetch/$s_!0Cy0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Fattachment_icon.svg\"></image><div class=\"file-embed-details\"><div class=\"file-embed-details-h1\">Ai Biosecurity Corpus</div><div class=\"file-embed-details-h2\">242KB \u2219 XLSX file</div></div><a class=\"file-embed-button wide\" href=\"https://blog.stephenturner.us/api/v1/file/b56e9faa-1f3a-4b6c-85a8-71bf2b3510e6.xlsx\"><span class=\"file-embed-button-text\">Download</span></a></div><a class=\"file-embed-button narrow\" href=\"https://blog.stephenturner.us/api/v1/file/b56e9faa-1f3a-4b6c-85a8-71bf2b3510e6.xlsx\"><span class=\"file-embed-button-text\">Download</span></a></div></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!dP1G!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 424w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 848w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1272w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png\" width=\"1456\" height=\"580\" 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srcset=\"https://substackcdn.com/image/fetch/$s_!dP1G!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 424w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 848w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1272w, https://substackcdn.com/image/fetch/$s_!dP1G!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F239b65e8-4886-4c86-927d-2e16cde9967b_3356x1338.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!IIRM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png\" width=\"1456\" height=\"643\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/65161030-b610-47fa-9788-755de431b51b_3716x1641.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:643,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:356219,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!IIRM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 424w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 848w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1272w, https://substackcdn.com/image/fetch/$s_!IIRM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65161030-b610-47fa-9788-755de431b51b_3716x1641.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!BlLR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 424w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 848w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1272w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png\" width=\"1456\" height=\"550\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:550,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:242937,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!BlLR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 424w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 848w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1272w, https://substackcdn.com/image/fetch/$s_!BlLR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fffecf2f9-37c9-4870-b372-a8838ac9d80a_3775x1425.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h3>IUCN red list analysis by taxonomy</h3><p>When writing <a href=\"https://rdcu.be/ewG5R\">this paper</a> that was published at Nature Reviews Biodiversity, In an earlier draft, I wrote something to the effect of species on the IUCN red list can be \"downgraded\" to less threatened categories (e.g., critically endangered to endangered, endangered to vulnerable). An astute reviewer picked up on this and called me out on it \u2014 if I'm going to say such a thing, I'd need to back that up with some actual data or analysis.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;30c7887e-7063-4bb6-a54a-011db1472c8e&quot;,&quot;caption&quot;:&quot;I'm thrilled to share the publication of our new paper published today in Nature Reviews Biodiversity:&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Genome engineering in biodiversity conservation and restoration&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-07-18T09:27:45.232Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!vLWA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F035af2ed-2267-4305-95ae-b35edc238bba_1403x1145.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/genome-engineering-biodiversity-conservation&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:167712532,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:3,&quot;comment_count&quot;:0,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>I never had the time to do this analysis, so I just deleted the line and submitted the paper without any analysis. But I always thought it would have been interesting. Are particular taxa \"downgraded\" more than other taxa? How does this differ over time and geography? How might those downgradings correlate or anti-correlate with loss of genetic diversity, as we discussed in the paper?</p><p>I gave it some rough guidance:</p><blockquote><p>I'd like to pull some data from the IUCN API and do some summary analysis on trends in categorization by taxonomy class, preferably using R</p></blockquote><p>And set it to work. </p><p>It started poking around the IUCN API using R, inside an R notebook running in my browser that I could interact.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!SPTP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 424w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 848w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1272w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png\" width=\"1209\" height=\"1226\" 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srcset=\"https://substackcdn.com/image/fetch/$s_!SPTP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 424w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 848w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1272w, https://substackcdn.com/image/fetch/$s_!SPTP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65fd5b90-ef2d-4287-96f7-59f36b5c4b04_1209x1226.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>It then presented me with an analysis plan for my approval.</p><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!URyt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 424w, https://substackcdn.com/image/fetch/$s_!URyt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 848w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png\" width=\"796\" height=\"1014\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1014,&quot;width&quot;:796,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:238453,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!URyt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 424w, https://substackcdn.com/image/fetch/$s_!URyt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 848w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!URyt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee2361b7-de9d-4bfd-bd35-89132dad0c0a_796x1014.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><p>After this it continued for about 2 hours<a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-1\" href=\"#footnote-1\" target=\"_self\">1</a> until it got all the data and finished the first round of the analysis, complete with a few hundred lines of R code in an ipynb that I could go in and run in the browser. I'm showing a few of the results of the analysis below, along with parts of the narrative.</p><div><hr></div><h4>Snapshot: who is most threatened now</h4><p>Across all data-sufficient species, <strong>31.8% are threatened</strong> (VU+EN+CR). The threat is concentrated in <strong>plants, lichens, and several invertebrate groups</strong>, not the charismatic vertebrates:</p><ul><li><p><strong>Cycads (Cycadopsida) are the most threatened large class on Earth \u2014 69% of assessed species.</strong> Lichens (60%), mosses (60%), ferns/clubmosses (~45%), and flowering plants (43\u201345%) follow.</p></li><li><p>The best-assessed vertebrates sit much lower: <strong>birds 11%, ray-finned fishes 15%</strong> \u2014 and because birds/mammals are essentially completely assessed, those figures are population-level truths, while most plant/invertebrate percentages are \"of what's been assessed so far.\"</p></li><li><p><strong>Data deficiency</strong> is its own signal: sea cucumbers (66% DD), cephalopods (56%), and earthworms (54%) are groups where status is largely unknown.</p></li></ul><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!DoFs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 424w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 848w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1272w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png\" width=\"1456\" height=\"1310\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1310,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:252068,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!DoFs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 424w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 848w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1272w, https://substackcdn.com/image/fetch/$s_!DoFs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b68a8ea-3d5f-43c0-a528-35a3eaffd638_2000x1800.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!lco3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 424w, https://substackcdn.com/image/fetch/$s_!lco3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 848w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1272w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png\" width=\"1456\" height=\"1238\" 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srcset=\"https://substackcdn.com/image/fetch/$s_!lco3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 424w, https://substackcdn.com/image/fetch/$s_!lco3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 848w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1272w, https://substackcdn.com/image/fetch/$s_!lco3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0c87d54-8b78-4e64-9860-5f8e45ca40b1_2000x1700.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><h4>Temporal: are categories getting worse?</h4><p>Comparing each species to itself (earliest vs. latest global assessment, 36,492 taxa):</p><ul><li><p><strong>Sharks and rays (Chondrichthyes) show the clearest deterioration</strong> \u2014 30.5% uplisted vs. 8.1% downlisted (net +139 species), and the largest within-cohort risk increase (+0.35). Corals and cycads also show genuine net worsening.</p></li><li><p><strong>Important caveat:</strong> several classes (amphibians, dicots, mammals) show <em>net \"improvement\"</em> in raw numbers, but this is almost certainly <strong>not real recovery</strong> \u2014 raw category changes mix genuine status change with non-genuine reclassification (taxonomic revisions, improved knowledge, criteria changes). IUCN's official Red List Index, which isolates genuine change, shows net deterioration for the comprehensively-assessed groups. The robust genuine signal here is the sharks-and-rays decline.</p></li></ul><div class=\"captioned-image-container\"><figure><a class=\"image-link image2 is-viewable-img\" target=\"_blank\" href=\"https://substackcdn.com/image/fetch/$s_!8DNA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png\" data-component-name=\"Image2ToDOM\"><div class=\"image2-inset\"><picture><source type=\"image/webp\" srcset=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 424w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 848w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1272w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1456w\" sizes=\"100vw\"><img src=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png\" width=\"1456\" height=\"2184\" data-attrs=\"{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2184,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:306599,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://blog.stephenturner.us/i/204311585?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" class=\"sizing-normal\" alt=\"\" srcset=\"https://substackcdn.com/image/fetch/$s_!8DNA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 424w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 848w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1272w, https://substackcdn.com/image/fetch/$s_!8DNA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf678e97-2916-4a2f-9fb1-84219c608e16_1500x2250.png 1456w\" sizes=\"100vw\" loading=\"lazy\"></picture><div class=\"image-link-expand\"><div class=\"pencraft pc-display-flex pc-gap-8 pc-reset\"><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container restack-image\"><svg role=\"img\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" stroke-width=\"1.5\" stroke=\"var(--color-fg-primary)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http://www.w3.org/2000/svg\"><g><title></title><path d=\"M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882\"></path></g></svg></button><button tabindex=\"0\" type=\"button\" class=\"pencraft pc-reset pencraft icon-container view-image\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-maximize2 lucide-maximize-2\"><polyline points=\"15 3 21 3 21 9\"></polyline><polyline points=\"9 21 3 21 3 15\"></polyline><line x1=\"21\" x2=\"14\" y1=\"3\" y2=\"10\"></line><line x1=\"3\" x2=\"10\" y1=\"21\" y2=\"14\"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>What I showed above is only a few lines of the analysis and results I've gotten. I'm reserving the rest of the story for a paper I'd love to eventually write once I get time to come back to this to meticulously verify everything it did for me here. I also need to step in and steer the analysis a bit. Taking a quick glance through some of the code it produced I can tell it made some choices here that I probably wouldn't have made.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><h2>What does Claude Science mean for science?</h2><p>Claude Science is landing at an interesting time, just after <a href=\"https://blog.stephenturner.us/i/198822549/4-natures-ai-scientists-week-and-the-editorial-pushback\">several recent high profile AI co-scientist papers published in Nature</a>, and with several federal funders' signals pointing the same direction. And, interestingly, on the same day that OpenAI introduces <a href=\"https://openai.com/index/introducing-genebench-pro/\">GeneBench-Pro</a>.</p><p>ARPA-H's <a href=\"https://arpa-h.gov/explore-funding/programs/igor\">IGoR program</a>, which <a href=\"https://arpa-h.gov/explore-funding/programs/igor/teaming#:~:text=University%20of%20Virginia%20School%20of%20Data%20Science,-Contact\">we proposed to</a>, wants an AI-driven, interoperable research system with standardized protocols and a marketplace of validated labs, cloud labs included, that execute experiments and feed results back into models, with a stated goal of producing validated knowledge much faster than we manage now. Just last week DARPA's Biological Technology Office put out a <a href=\"https://sam.gov/workspace/contract/opp/f95b52cedf5848bda4817b663f2926f7/view\">request for information on advancing autonomous science for biological applications</a>, asking the field where the real bottlenecks are. The request is for input, not money, but it's clear where DARPA is headed. The agencies funding the next decade of biology are betting on autonomy.</p><p>I don't read any of this as the scientist getting written out. I think the thing that'll work will keep a live, fleshy, real-life person deciding which question is worth asking and whether a result that looks interesting actually is. My short test drive made that concrete. Claude Scientist automated collecting the data and running the analysis, and then in just a brief glance through the narrative and code, I caught the spots where it had assumed something I wouldn't have.</p><p>Claude Science and other tools that will surely follow it raise the ceiling on what a single scientist can attempt. A grad student who can fold a protein and kick off a deep database/literature search before lunch is probably working on harder problems than the one who couldn't. That's the bet I hope we can hold funders and toolmakers to: build systems that <strong>make researchers more capable, not less necessary,</strong><a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-2\" href=\"#footnote-2\" target=\"_self\">2</a> and keep the researcher in the catbird seat where ultimate judgment and decisionmaking happens.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-1\" href=\"#footnote-anchor-1\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">1</a><div class=\"footnote-content\"><p>Noting that the majority of this time was waiting around for getting data from the IUCN API. The code it wrote put in some delays / sleeps to be nice to the API. It noted this in the thinking traces, and told me that it would take periodic snapshots in Parquet files while it continued gathering data. Note that this time was mostly waiting around, it wasn't burning tokens for hours.</p></div></div><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-2\" href=\"#footnote-anchor-2\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">2</a><div class=\"footnote-content\"><p>I pulled the \"more capable, not less necessary\" line straight out of the <a href=\"https://sam.gov/workspace/contract/opp/248766efd32d4e92981c06d00a889122/view\">ARPA-H IGoR solictation</a>, Appendix A. I love that line, and I'm stealing it from you, ARPA-H. </p><p></p></div></div>","doi":"https://doi.org/10.59350/8sha9-60h85","guid":"204311585","image":"https://substackcdn.com/image/fetch/$s_!6TMF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14046788-f1c7-401d-a672-dfcc91d0f864_1881x1090.webp","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"d718q-sq306","summary":"Anthropic released Claude Science today. I tried it out for an AIxBio literature review and for an analysis using the IUCN Red List API with R.","tags":["AI"],"title":"Test Driving Claude Science","updated_at":1782854931,"url":"https://blog.stephenturner.us/p/test-driving-claude-science","version":"v1"},{"authors":[{"contributor_roles":[],"family":"Clark","given":"Rosa Morais"},{"contributor_roles":[],"family":"Korzec","given":"Kornelia","url":"https://orcid.org/0000-0002-4632-5228"}],"blog":{"authors":[{"name":"Crossref Staff"}],"community_id":"093ada45-3a02-4007-b8b6-be28f221e01d","created":1780876800,"current_feed_url":null,"description":"Recent content in Blog on Crossref","favicon":"https://rogue-scholar.org/api/communities/093ada45-3a02-4007-b8b6-be28f221e01d/logo","feed_format":"application/atom+xml","feed_url":"https://www.crossref.org/blog/feed.xml","filter":null,"generator":"Hugo","home_page_url":"https://www.crossref.org/blog/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.64000","relative_url":null,"secure":null,"slug":"crossref","status":"active","subfield":"1710","title":"Crossref Blog","updated":1782852224,"use_api":null},"blog_name":"Crossref Blog","blog_slug":"crossref","content_html":"<p>Our 2026 Community Update took place on 13 May. Two calls, one for the eastern and one for the western time zone, highlighted how our global community is growing, how we're refining the metadata that supports trust in the scholarly record, and connecting records more effectively through our latest tools.</p>\n<h3 id=\"operations-governance-and-a-growing-membership\">Operations, governance, and a growing membership</h3>\n<p>Our Chief Operating Officer, Lucy Ofiesh and Executive Director, Ed Pentz, opened each session with an update on operations and governance, starting with the Principles of Open Scholarly Infrastructure (POSI). We adopted POSI in 2020. Recently, the Principles were updated by a group of adopters, following a community consultation, and four new principles were added: periodic review of purpose and community value; transparent operations as a distinct principle; refined guidance on financial reserves; and attention to volunteer labour and transition planning.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What changes in 2.0\" showing three sections: governance, sustainability, and insurance, each with icons and bullet-pointed policy changes.\" src=\"https://www.crossref.org/images/blog/2026/POSI_2.0.jpg\" width=\"75%\"/>\n</figure>\n<p>Infrastructure organisations can use POSI to assess themselves and demonstrate to the community how they're adhering to the principles, which support forkability, long-term sustainability, open assets, and transparent, community-led governance. We published a biannual report  on how we measure up against them, so we'll publish our next self-audit against the new set at the end of 2026, which is under discussion and preparation now.</p>\n<p><a href=\"https://www.crossref.org/operations-and-sustainability/\">Financially</a>, we're in good shape. With so many new members joining every month, our revenue grew 8% last year, while expenses came in 3% under budget, and Content Registration was up 13% year-on-year at the end of March, well above our long-term average of around 7%. We've used our operating surplus to build up and maintain a reserve fund of 12-months of operating expenses, which matters for long-term sustainability. We use additional surplus funds beyond our reserves to reinvest in our mission and community.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What changes in 2.0\" showing three sections: governance, sustainability, and insurance, each with icons and bullet-pointed policy changes.\" src=\"https://www.crossref.org/images/blog/2026/financial-performance-midyear2026.jpeg\" width=\"75%\"/>\n</figure>\n<p>If you're a member and want a say in how we're governed, the <a href=\"https://doi.org/10.64000/8k7hf-14t52\" target=\"_blank\">call for board nominations</a> opened in May. Seven seats are up this year, one large and six small, and any member can stand. Voting runs for around five weeks, one vote per member, regardless of size. Last year, just 6% of members voted, and we'd like to see that increase. The call for expressions of interest is now closed for 2026, and candidates will be announced by our Nominating Committee in the coming months in advance of the election and annual meeting, which will be held on 22nd October 2026.</p>\n<p>Robbykha Rosalien and Maryna Kovalyova from our membership team then took us through the membership picture. We're now 25,000 organisational members from 167 countries, with around 51% based in Asia. The majority of our new members are universities, scholar-led publishers, societies, small journal publishers, and government agencies. We have help from 140 <a href=\"https://www.crossref.org/community/sponsors/\" target=\"_blank\">sponsoring organisations</a> and 42 <a href=\"https://www.crossref.org/community/ambassadors/\" target=\"_blank\">ambassadors</a>, and we're grateful for all the support they offer our members.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Slide titled \"Scale of Crossref\" summarizing Crossref's reach: 25,000 members across 167 countries, 183 million DOI metadata records, 1.4 billion DOI resolutions per month, and 2.1 billion monthly metadata queries.\" src=\"https://www.crossref.org/images/blog/2026/scale-of-crossref-midyear2026.jpg\" width=\"75%\"/><figcaption>\n<p>The metadata corpus and its use have grown alongside the community</p>\n</figcaption>\n</figure>\n<p>Turning to new members, over 3,000 have joined from 142 countries since the last community update. 54% are from Asia, with Indonesia accounting for 17.5% of the total and India next at 9.5%. We continue to have members joining from the US and the UK, and we also have over 100 new members from Turkiye, with strong growth in Brazil and Pakistan as well.</p>\n<p>January 2026 brought a major change with the introduction of a new fee tier for members with annual revenue or expenses (whichever is higher) of under USD 1,000. Since then, 40% of the new members joined under this new tier. 40% of our new members identify themselves as publishers and 40% as universities or scholarly organisations, with plenty of societies (13%), governmental agencies or NGOs (4%), and others, such as hospitals. The most popular publishing platform choice among the new members remains Open Journal Systems by PKP at 55%, with 30% saying they have no platform, and WordPress (4%) and Scholastica (2%) following. Notably, we're working with PKP this year to help members transition to OJS 3.5, which supports richer metadata.</p>\n<p>We also extended our <a href=\"https://www.crossref.org/community/special-programs/gem-program/\">Global Equitable Membership (GEM) program</a> at the start of the year to include 18 additional countries. GEM offers Crossref membership and Content Registration without any fees. Since the last community update, we've gained our first members in Haiti, South Sudan, and Niger, and 20% of all independent members who have joined since then are GEM-eligible.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"New communities joining thanks to the Global Equitable Membership Program (GEM)\" with a Crossref GEM graphic, flags for Haiti, South Sudan, and Niger, and a link to the GEM webpage.\" src=\"https://www.crossref.org/images/blog/2026/gem-new-communities.jpg\" width=\"75%\"/>\n</figure>\n<h3 id=\"introducing-the-member-practices-working-group\">Introducing the Member Practices Working Group</h3>\n<p>Our Membership Director, Amanda Bartell, introduced our new <a href=\"https://www.crossref.org/working-groups/member-practices/\">Member Practices Working Group</a> with a reminder of Crossref's role in preserving the <a href=\"https://www.crossref.org/community/special-programs/research-integrity/\">Integrity of the Scholarly Record (ISR)</a>. We've always aimed to keep barriers to membership as low as possible, because the best way to support a healthy scholarly ecosystem is to make metadata about published content as open and transparent as possible. That openness lets members demonstrate their practices through metadata, signalling trustworthiness to the scientific community as a whole, and when practices fall short, the metadata itself can surface those issues. Our member terms already make the importance of accurate metadata clear: if the community identifies inaccurate metadata, we can suspend or revoke membership. That is a last resort, and our first approach is always to contact the member, explain the problem, and work with them to get the metadata record corrected.</p>\n<p>But what if the reports we receive from the community don't relate to metadata, and instead to the member's broader practices? This is an increasing issue, and it has been unclear how and when we should respond.</p>\n<p>In consultation with our board, we updated <a href=\"https://www.crossref.org/membership/terms/\">our member terms</a> last year and added an obligation for members to comply with a set of published member practices. The role of the working group is to draft this set of practices and provide clear guidelines on what we expect of Crossref members. In rare situations where issues can't be resolved, the Member Practices will provide the basis for acting decisively, including suspending or revoking membership.</p>\n<p>The <a href=\"https://www.crossref.org/operations-and-sustainability/membership-operations/member-practices\">Crossref Member Practices Working Group</a> brings together differently sized members from different regions, metadata users, bibliometricians, and scholarly sleuths. Once drafted, we'll take the Member Practices out for community consultation, with a board vote expected at their November meeting. It's particularly important to us that the practices are achievable for all types of members, and we don't want to create any extra barriers to entry or to continue membership for less experienced or less well-resourced members.</p>\n<h3 id=\"crossref-member-practices-working-group\">Crossref Member Practices Working Group:</h3>\n<ul>\n<li>Rene Aquarius, Radboud University</li>\n<li>Guntram Bauer, Human Frontiers Science Program</li>\n<li>Dorothy Bishop, University of Oxford</li>\n<li>Gaelle Bequet, ISSN International</li>\n<li>Oscar Donde, Pan Africa Journal</li>\n<li>Jason Hu, Taylor and Francia and United2Act</li>\n<li>Kihong Kim, Korean Council for Science Editors</li>\n<li>Leslie McIntosh, Digital Science</li>\n<li>Adya Misra, Sage Publishing</li>\n<li>Katharina Reick, Austrian Research Council (FWF)</li>\n<li>Leena Shah, DOAJ</li>\n<li>\u00c9milie Lavall\u00e9e-Funston, University of Bristol and Co-chair of Transfer Standing Committee</li>\n<li>Jennifer Wright, Cambridge University Press and COPE Council Member</li>\n<li>Jiayi Xu, Bon View Publishing and COPE Council Member</li>\n</ul>\n<p>The working group considered a few themes related to title-ownership disputes. They include making clearer the distinction between the journal owner and the journal publisher.</p>\n<p>To seek feedback from the community on those emerging themes, Amanda ran two live polls during the call. One of her questions was: for the records you register with Crossref, are you the journal owner, the nominated publisher, or a bit of both? 45% of respondents said a bit of both, with the journal owner as the next most popular response, and the nominated publisher after that. The second poll asked whether the phrase \"nominated publisher\" accurately describes what those of you in that role do. The result suggested it is broadly acceptable, though we'd still like to hear how you'd phrase it if not.</p>\n<h2 id=\"metadata-schema\">Metadata schema</h2>\n<p>Patricia Feeney and Helena Cousijn from our programs and services team walked us through a year of schema work and what's coming next. <a href=\"https://www.crossref.org/documentation/schema-library/metadata-deposit-schema-5-4-0/\">Schema 5.4</a> was released in March 2025 with three key features: typed citations, version numbers, and preprint status.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Schema 5.4 adoption\" noting the March 2025 release, with 23 prefixes using typed citations and 25 prefixes using version numbers. Adoption is increasing, especially for preprints and version records.\" src=\"https://www.crossref.org/images/blog/2026/schema-5.4.jpg\" width=\"75%\"/>\n</figure>\n<p>Typed citations give members the chance to indicate in the metadata what type of citation it is, so when an article cites a dataset, it's now possible to explicitly say so. So far 23 DOI prefixes are using typed citations, so adoption is starting, and we'd really like to see it grow. If this is something you think is useful for you, please <a href=\"https://www.crossref.org/documentation/schema-library/markup-guide-metadata-segments/references/#00182\">take a look</a>, or reach out, and we'll help you get started.</p>\n<p>Version numbers, which 25 DOI prefixes now use and mostly for preprints, let you indicate different versions. We're not yet seeing much use for articles or other record types, which we'd like to encourage. Notably, when you're registering new versions of the same record, there's no separate content registration fee, as long as you include the relationship in the metadata so our billing code can identify it as a version.</p>\n<p>Preprint status lets you indicate that a preprint has been retracted or withdrawn, for example.</p>\n<p>Earlier this year, we added the ability to include grant DOIs in funding metadata. When you register metadata for any research output, you can now include the persistent identifier to indicate which grant funded the work. As the number of grants registered as part of the <a href=\"https://www.crossref.org/services/grant-linking-system/\">Grant Linking System</a> by our funder members grows (with now <a href=\"https://doi.org/10.64000/wvk7x-4b139\" target=\"_blank\">over 200,000 grant DOIs in existence</a>), this dedicated new field provides an opportunity for members registering works resulting from the funding to unambiguously identify the grants that funded the work and to establish the connection between grants and the outputs\u2014the entire goal of the global Research Nexus of multilateral relationships that we're building. The grant DOI links to a full grant record, including funding type, project information, investigator details, funder and program/schema details, and institutional relationships.</p>\n<p>We're working on Schema 5.5. The main thing we know many of you have been waiting for is support for the <a href=\"https://credit.niso.org/\" target=\"_blank\">CRediT taxonomy</a> and its 14 contributor roles. We're also enabling multiple roles for a single contributor, and within the Crossref vocabulary, which we still support, it will be possible to specify the corresponding author.</p>\n<p>After 5.5 comes the update to our dedicated grant schema. Grant Schema 0.3.0 adds the ability to indicate that a grant was awarded to an institution (via a ROR affiliation ID), reflects that roles can change over time, and adds support for a persistent project identifiers, <a href=\"https://www.raid.org/\" target=\"_blank\">RAiD</a> \u2013 a service that functions as a project identifier to indicate how a grant relates to one or more projects.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Also coming soon: Grants 0.3.0\" describing goals to improve grant and project metadata, including institutional grant recipients, changing roles over time, and support for RAiD project identifiers.\" src=\"https://www.crossref.org/images/blog/2026/grants0.3.0.jpg\" width=\"75%\"/>\n</figure>\n<p>We're also deprecating older schema versions. We're supporting over 27 at the moment, which is too many and not helpful to members. The fundamental structures need updating, and we also need to tighten some of our requirements to obtain better and more complete metadata. We started the project at the end of last year, and we'll be saying goodbye to a set of versions at the end of this year. Everyone using those versions has already been contacted, so if this concerns you, you should have heard from us. The project continues over the coming years, and we'll work on deprecating other Schema 4 versions, so that by the end, we'll only be supporting the different Schema 5 versions and the upcoming Schema 6. We'll notify everyone impacted and let you know how to transition.</p>\n<p>Once 5.5 and the grant schema are out, we'll start working on remodelling contributor names, which is a really big project.  A proposed model was circulated for feedback in May. The same update will also work on statements, currently for funding, acknowledgments, ethics, accessibility, AI use, data availability, copyright, and conflict of interest.</p>\n<h2 id=\"tools-and-demos\">Tools and demos</h2>\n<h3 id=\"funder-matching-rebuilt-around-ror\">Funder matching, rebuilt around ROR</h3>\n<p>Dominika Tkaczyk and Jason Portenoy from our technology and data science team gave an update on the <a href=\"https://www.crossref.org/community/special-programs/metadata-matching/\">Metadata Matching work</a>, framed around the vision of the Research Nexus: a rich and open network of relationships connecting organisations, people, outputs, and activities within the scholarly record. First up for the project is funder matching, and Dominika and Jason took us through the new methodology and progress on implementing the work.</p>\n<p>Funding metadata involves three main entities: funders, grants, and research outputs. Organisations are identified by Open Funder Registry (OFR) IDs or ROR IDs, and research grants and outputs have DOIs. These entities should be linked in order for provenance and attribution to be determined, which is important for evidence but also for things like research assessment and compliance.</p>\n<p>The three entities: Funding and academic organisations\u2192recipients are awarded grants\u2192 repositories and publishers  support outputs.</p>\n<p>In practice, many of those relationships are missing when metadata is deposited. The new Crossref funder matching identifies the funding organisation from the name in the metadata and, when successful, inserts the correct organisation identifier, disambiguating the relation between the research output and its funder. Applying matching over the years has added around 2.8 million funder identifiers to records, shrinking the gap.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What happens now\" showing a pie chart of funder assertions in Crossref metadata, including 23M Funder IDs deposited by members, 9.7M with no Funder ID, and 2.8M Funder IDs automatically matched.\" src=\"https://www.crossref.org/images/blog/2026/what-happens-now.jpg\" width=\"75%\"/>\n</figure>\n<p>So why rebuild what we already have? Two reasons. We're committed to supporting <a href=\"https://ror.org/\" target=\"_blank\">ROR</a> more deeply across our services, and as part of that, we want to switch to ROR IDs as the main identifier for funders. Second, our current funder matching is part of our legacy system, which lacks transparency, thorough evaluation, or flexibility.</p>\n<p>The new strategy is part of <a href=\"https://www.crossref.org/community/special-programs/metadata-matching/\">our metadata matching project</a>. The core architecture is built, and the new strategy has been tested; we're now adding features such as sending redeposits, with more testing later this quarter and a release aimed for around the middle of the year. After that, we'll move on to a grant-matching workflow to link outputs to grant records where that link is missing.</p>\n<p>They closed with a <a href=\"https://crossref-funder-matcher-demo.netlify.app/\" target=\"_blank\">live demo</a> covering four cases. Starting with a simple example of Wellcome, which matched cleanly because the input name matched the official organisation name exactly, they then moved on to more complex examples, showing increasing discrepancies between the input and the name variant in ROR, yet the strategy still resolved it. However, some names are not possible to match in this way, such as the  \"Faculty of Arts and Social Sciences,\" which is a very generic name that many organisations might use as part of their structure. That matters too: the strategy recognises when no match should be returned, limiting the level of incorrect information that might be introduced into the metadata.</p>\n<figure class=\"img-responsive\"><img alt=\"Flowchart showing the Funder Matcher process: start, normalize funder name, detect country information, retrieve candidate ROR organizations, filter unlikely matches, score candidates, check whether any score is above the threshold, then either select the best candidate and verify country consistency to return a match, or return no match.\" src=\"https://www.crossref.org/images/blog/2026/funder-matcher.png\" width=\"75%\"/>\n</figure>\n<h3 id=\"data-citations-api-endpoint\">Data citations API endpoint</h3>\n<p>Martyn Rittman who heads up our Research Nexus development, and Panos Pandis from our technology team introduced the new <a href=\"https://api.crossref.org/beta/datacitations\" target=\"_blank\">data citations API endpoint</a>. It exposes data citations from deposited metadata, with over 700,000 included so far. Among all the reference information we hold, individual data citations are difficult to pick out, and there's a specific community interest in them, so we've put them together and made them available through a dedicated API.</p>\n<p>Data citations can be included in two parts of a metadata record: references  and relationships. We look for links to datasets registered with a Crossref DOI or a DataCite DOI. <a href=\"https://www.crossref.org/documentation/retrieve-metadata/data-citations/\">Documentation can be found here</a>.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Data citations per day / member\" with two bar charts showing daily data citation counts in March 2026 and data citations by member, where a few members account for the highest citation volumes.\" src=\"https://www.crossref.org/images/blog/2026/data-citations-per-day-member.jpg\" width=\"75%\"/>\n</figure>\n<p>Through March 2026, we typically collected 400 to 600 data citations per day, with some variation, especially on weekends. The new endpoint is still in beta, and we invite feedback: is it useful, what would make it more useful, and what should we do next? Let us know <a href=\"https://community.crossref.org/\" target=\"_blank\">on the forum</a>.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Design\" showing the data citations service architecture: doi.org/doiRA, Crossref REST API, and DataCite API feed a data citations agent, with caching, DragonflyDB storage, a Postgres database, a data citations API, and users.\" src=\"https://www.crossref.org/images/blog/2026/design.jpg\" width=\"75%\"/>\n</figure>\n<h3 id=\"metadata-manager-new-content-types-coming\">Metadata Manager: new content types coming</h3>\n<p>Lena Stoll, who heads up our community trends program and Patrick Vale from technology took us through <a href=\"https://manage.crossref.org/records\" target=\"_blank\">Metadata Manager</a>. We retired the legacy interface at the end of last year and replaced it with a more modern and flexible helper tool for record registration. It's already in use by an increasing number of members for grants and journal article records.</p>\n<p>A recent addition is a search field, where you can enter the DOI of any supported record (currently a journal article or a grant) and edit it directly, if you have permissions. We've also added fields to the journal article registration form to include relationship metadata, which is key to building the Research Nexus.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"What's new in the new Metadata Manager?\" showing an edit record screen where users can search by DOI or select a previously submitted record to edit and resubmit.\" src=\"https://www.crossref.org/images/blog/2026/new-metadata-manager.jpg\" width=\"75%\"/>\n</figure>\n<p>Plenty more is coming. The new Metadata Manager will expand to support books and chapters, conference proceedings, reports, dissertations, and post-publication updates over the next few months. The interfaces follow a similar workflow: a page or two of work-level metadata, optionally chapter, or paper, or series metadata if applicable, a review step, and submission. We want to keep them as simple and usable as possible.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Coming soon: support for additional work types\" showing Metadata Manager screens for registering records, with a dropdown of work types and a book registration form.\" src=\"https://www.crossref.org/images/blog/2026/mm-coming-soon.jpg\" width=\"75%\"/>\n</figure>\n<p>We hope that the post-publication update form will be welcomed by our members, as it will enable registration of retractions, corrections, and expressions of concern without any knowledge of XML. Lena and Patrick walked through a live demo of a retraction notice end-to-end. The system checks that the DOI being retracted exists, and any errors surface right away rather than later by email. We're <a href=\"https://community.crossref.org/t/feedback-on-new-helper-tool\" target=\"_blank\">collecting feedback on the new tools</a> on the forum.</p>\n<p>The team also shared an update for institutions that use <a href=\"https://dspace.lyrasis.org/\" target=\"_blank\">DSpace</a> \u2013 its next version (version 10), will include a Crossref integration that lets you register Crossref metadata and DOIs automatically for content such as dissertations hosted in your DSpace repository.</p>\n<h2 id=\"looking-ahead\">Looking ahead</h2>\n<h3 id=\"a-new-service-providers-program\">A new Service Providers Program</h3>\n<p>Madhura Amdekar shared our plans to launch a new version of the Crossref Service Providers Program later this year. Service providers are hosting platforms, manuscript submission systems, XML or metadata providers, and general publisher service organisations that work with our members to create, register, or display metadata on their behalf. They're key partners in promoting metadata best practices, and we're looking forward to collaborating with these organisations more closely. The program will not charge any fees; it will offer certification in two tiers, depending on the depth of integration with Crossref services.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Goals of the new program\" outlining goals for richer metadata and collaboration with service providers, followed by service provider commitments including staying current, giving feedback, documenting workflows, promoting best practices, and ensuring DOIs resolve correctly.\" src=\"https://www.crossref.org/images/blog/2026/Sp-goals-committments.jpg\" width=\"75%\"/>\n</figure>\n<p>Service providers commit to staying up to date with Crossref services and policies, sharing feedback, providing information about their service offerings and metadata workflow documentation, promoting metadata best practices, making reasonable efforts to accommodate changes to our schema and other services, and ensuring that clients' DOIs continue to resolve to relevant content and landing pages.</p>\n<figure class=\"img-responsive\"><img alt=\"Slide titled \"Crossref Service Provider tiers\" showing a table comparing Basic and Advanced tiers. Both tiers include core metadata registration, DOI resolution, support, communication, and large-scale updates; Advanced adds richer metadata delivery, latest schema support, Crossref service integrations, and shared workflows or test environments.\" src=\"https://www.crossref.org/images/blog/2026/sp-provider-tiers.png\" width=\"75%\"/>\n</figure>\n<p>We'd really like to hear from you: which service providers in this space would you like to see as part of the new program? Drop suggestions <a href=\"https://community.crossref.org\" target=\"_blank\">on the forum</a> or get in touch with us directly.</p>\n<p>Thanks to our speakers and to everyone who joined, asked questions, and voted in the polls. <a href=\"https://doi.org/10.13003/845631leuujn\" target=\"_blank\">Recordings and slides are available</a>, and the conversation continues on <a href=\"https://community.crossref.org\" target=\"_blank\">our community forum</a>.</p>\n<p>We're planning our #Crossref2026 annual meeting and board election on 22 October. What would help you join the discussions? Vote in the poll, or share your thoughts in the comments.</p>\n<p>See you at the next one.</p>","doi":"https://doi.org/10.64000/ns8n5-9kq46","guid":"https://doi.org/10.64000/ns8n5-9kq46","image":"https://www.crossref.org/images/blog/2026/POSI_2.0.jpg","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"y5x3r-asp57","summary":"Our 2026 Community Update took place on 13 May. Two calls, one for the eastern and one for the western time zone, highlighted how our global community is growing, how we're refining the metadata that supports trust in the scholarly record, and connecting records more effectively through our latest tools.","tags":["Community","Community Call","Content Registration","Crossref","Meetings"],"title":"Building, refining, and connecting: summary of our May 2026 Community Update","updated_at":1782852468,"url":"https://www.crossref.org/blog/building-refining-and-connecting-summary-of-our-may-2026-community-update/","version":"v1"},{"authors":[{"contributor_roles":[],"name":"The Geneva Learning Foundation"}],"blog":{"authors":null,"community_id":"7e26491f-41c6-4665-9088-5aa6643a1ba8","created":1731196800,"current_feed_url":null,"description":"Learning to make a difference","favicon":"https://rogue-scholar.org/api/communities/7e26491f-41c6-4665-9088-5aa6643a1ba8/logo","feed_format":"application/atom+xml","feed_url":"https://redasadki.me/feed/atom/","filter":null,"generator":"WordPress","home_page_url":"https://redasadki.me/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"redasadki","status":"active","subfield":"3304","title":"Reda Sadki","updated":1782838729,"use_api":true},"blog_name":"Reda Sadki","blog_slug":"redasadki","content_html":"<p class=\"has-text-align-left wp-block-paragraph\"><a href=\"https://redasadki.me/?p=23969\">English</a> | <strong>Fran\u00e7ais</strong></p>\n<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:903,&quot;href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/j\\/86517960688&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/webinar\\/register\\/WN_QxyRxifKQFedPC6mBmjoAQ?_x_zm_rtaid=jYYHPqfySXGVWbxPhaeO9Q.1778174418364.f87a83488235397cdbd5dbd2af15002f\\u0026_x_zm_rhtaid=4&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:164,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/redasadki&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:845,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/charlotte-mbuh-2b565298&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:204,&quot;href&quot;:&quot;https:\\/\\/www.learning.foundation\\/climate-fr&quot;,&quot;archived_href&quot;:&quot;http:\\/\\/web-wp.archive.org\\/web\\/20250813124052\\/https:\\/\\/www.learning.foundation\\/climate-fr&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-05 05:54:43&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-09 01:31:34&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-12 21:31:49&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-16 17:06:07&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-20 19:04:40&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-25 19:37:20&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-30 02:16:56&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-03 20:40:12&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-10 21:36:41&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-01-15 11:29:38&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-19 22:33:39&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-24 19:08:21&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-29 08:28:13&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-02-02 16:20:33&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-02-08 15:58:33&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-03-04 12:58:53&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-03-27 17:32:02&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-25 03:46:18&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-03 08:29:55&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-25 11:06:30&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-14 12:42:03&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-18 18:18:04&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-22 16:32:50&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-26 05:41:21&quot;,&quot;http_code&quot;:404}],&quot;broken&quot;:true,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-26 05:41:21&quot;,&quot;http_code&quot;:404},&quot;process&quot;:&quot;done&quot;}]\"></span>\n\n\n<p class=\"wp-block-paragraph\">Bonjour,</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous le voyez&nbsp;: le changement climatique nuit &agrave; la sant&eacute; de votre communaut&eacute;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Le jeudi 2&nbsp;juillet 2026, vous &ecirc;tes invit&eacute; &agrave; rencontrer des professionnels de sant&eacute; qui agissent d&eacute;j&agrave;.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/86517960688\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"RESERVEZ VOTRE PLACE\"><strong>R&Eacute;SERVEZ</strong> VOTRE PLACE<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Apportez un d&eacute;fi que le climat provoque dans votre travail.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous pourriez repartir avec une r&eacute;ponse d&eacute;j&agrave; test&eacute;e par des coll&egrave;gues.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Que font les professionnels de sant&eacute; quand la route vers le centre est inond&eacute;e, quand le centre est plus chaud que jamais, quand plus de personnes tombent malades, plus souvent qu&rsquo;avant&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette s&eacute;ance porte sur ces solutions locales, celles que les professionnels de sant&eacute; utilisent d&eacute;j&agrave; pour sauver des vies.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Les personnes qui les ont partag&eacute;es, venues de plus de 60&nbsp;pays, seront nos invit&eacute;s d&rsquo;honneur.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Les participants auront acc&egrave;s &agrave; notre <a href=\"https://redasadki.me/2026/05/26/nouvelles-perspectives-health-workers-are-leading-community-responses-to-climate-change-impacts-on-health/\">nouveau rapport sur l&rsquo;action locale</a> face &agrave; l&rsquo;impact de la crise climatique sur la sant&eacute;, et aux <a href=\"https://redasadki.me/2026/05/26/climate-change-and-health-14-recommendations-for-health-workers-national-planners-and-global-partners/\">14&nbsp;recommandations surprenantes</a> pour le personnel de terrain, les planificateurs et les partenaires mondiaux.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud83d\udde3\ufe0f <strong>Cette lettre d&rsquo;information est interactive</strong>. Partagez votre exp&eacute;rience partout o&ugrave; vous voyez cette ic&ocirc;ne.</span></p>\n\n\n\n<p class=\"wp-block-paragraph\">Sinc&egrave;res salutations,</p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https://www.linkedin.com/in/redasadki/\">Reda Sadki</a> et <a href=\"https://www.linkedin.com/in/charlotte-mbuh-2b565298/\">Charlotte Mbuh</a><br /><strong>La Fondation Apprendre Gen&egrave;ve</strong></p>\n\n\n\n<p class=\"wp-block-paragraph\">P.-S. Dites-nous ce que vous pensez de cette lettre d&rsquo;information. Cela prend deux minutes, et cela fa&ccedil;onne le prochain num&eacute;ro.</p>\n\n\n\n<h3 class=\"wp-block-heading\"><em>La lettre d&rsquo;information du Scholar de la Fondation Apprendre Gen&egrave;ve, num&eacute;ro 5 (2&nbsp;juillet 2026)</em></h3>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Le changement climatique nuit &agrave; la sant&eacute; de votre communaut&eacute;&nbsp;: un guide pratique pour agir</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/19/what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-guide-to-the-certificate-peer-learning-programme-for-leadership-in-climate-change-and-health/\">Lisez le <strong>guide pratique</strong> pour voir ce que vous pouvez faire en tant que professionnel de sant&eacute;</a></p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/c27156-0562-e4a1-f8aa-374ceb7ae1a8_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Vous voyez les pluies arriver t&ocirc;t, le centre de sant&eacute; chauffer, et plus de personnes tomber malades plus souvent. Ce guide vous montre ce que vous pouvez faire, l&agrave; o&ugrave; vous &ecirc;tes, avec ce que vous avez. Vous pouvez commencer cette semaine.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-accent-3-background-color has-background wp-element-button\" href=\"https://www.learning.foundation/climate-fr\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE LE PROGRAMME MAINTENANT\"><strong>REJOIGNEZ</strong> LE PROGRAMME MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd6 Pourquoi votre travail pendant la derni&egrave;re inondation compte&nbsp;: trois ans d&rsquo;action sur le climat et la sant&eacute;</h3>\n\n\n\n<p class=\"wp-block-paragraph\">Quand la temp&ecirc;te a inond&eacute; les routes &agrave; Bomaka, au Cameroun, une sage-femme nomm&eacute;e <strong>Geh Raphaela Agwa</strong> a sauv&eacute; des jumeaux lors d&rsquo;une pr&eacute;sentation du cordon, puis elle a &eacute;crit ce qu&rsquo;elle avait fait. Ses voisins avaient d&eacute;j&agrave; creus&eacute; les caniveaux pour que les voitures puissent passer. Ni elle ni eux n&rsquo;ont attendu qu&rsquo;une politique leur dise comment faire.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette nouvelle synth&egrave;se relit trois ans de travail qui traitent des r&eacute;cits comme le sien comme une preuve, et non comme une simple anecdote. Elle rassemble ce que les professionnels de sant&eacute; en Afrique, en Asie et en Am&eacute;rique latine voient et font, &agrave; une &eacute;chelle qu&rsquo;aucune enqu&ecirc;te n&rsquo;avait atteinte, et le leur rend comme base pour agir. C&rsquo;est la r&eacute;ponse la plus claire &agrave; ce jour &agrave; une question qui d&eacute;cide si votre savoir est entendu&nbsp;: pourquoi ce que vous observez chaque jour est-il qualifi&eacute; d&rsquo;anecdotique, alors que c&rsquo;est vous qui &eacute;tiez l&agrave;&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/16/lessons-in-resilience-what-health-workers-in-africa-asia-and-latin-america-know-and-do-in-response-to-worsening-climate-change-impacts-on-their-communities/\">D&eacute;couvrez pourquoi l&rsquo;exp&eacute;rience de terrain est la couche manquante de la riposte au climat et &agrave; la sant&eacute;</a></p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Climat et sant&eacute;&nbsp;: l&rsquo;&eacute;v&eacute;nement vous montre ce qui est possible, cette nouvelle formation vous aide &agrave; le faire</h2>\n\n\n\n<p class=\"wp-block-paragraph\">La s&eacute;ance du 2&nbsp;juillet dure une heure. Cette nouvelle formation est l&rsquo;endroit o&ugrave; vous poussez plus loin votre propre d&eacute;fi, &agrave; votre rythme, avec des pairs qui portent le m&ecirc;me.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous &ecirc;tes peut-&ecirc;tre l&rsquo;infirmi&egrave;re qui a vu les pluies arriver t&ocirc;t, l&rsquo;agent de sant&eacute; communautaire qui marche plus loin pour de l&rsquo;eau potable, ou le responsable qui reconstruit un centre que le vent a emport&eacute;. Les situations diff&egrave;rent. La question est la m&ecirc;me. Que pouvez-vous faire, l&agrave; o&ugrave; vous &ecirc;tes, avec ce que vous avez&nbsp;?</p>\n\n\n\n<p class=\"wp-block-paragraph\">C&rsquo;est la premi&egrave;re formation par les pairs sur les impacts du changement climatique sur la sant&eacute;, construite &agrave; partir du rapport et avec le r&eacute;seau REACH de plus de 4&nbsp;000&nbsp;organisations locales. Vous parcourez ce que des pairs ont fait en urgence, ce qu&rsquo;ils ont fait pour se pr&eacute;parer, et comment ils ont associ&eacute; la communaut&eacute;. Vous repartez avec des &eacute;tapes concr&egrave;tes pour votre propre territoire.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32183\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE CETTE CERTIFICATION MAINTENANT\"><strong>REJOIGNEZ</strong> CETTE CERTIFICATION MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Dites-nous une chose que vous faites face au changement climatique et &agrave; la sant&eacute;. Votre r&eacute;ponse pourrait &ecirc;tre celle qu&rsquo;un coll&egrave;gue recherche.</p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd6 Utilisez l&rsquo;intelligence artificielle pour dialoguer avec 1&nbsp;000&nbsp;professionnels de sant&eacute; face au climat</h3>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8f768de-858b-6ace-a0a-0b140cc2f647_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Le rapport s&rsquo;intitule <em>Teach to Reach 11: Actions locales face &agrave; l&rsquo;impact du changement climatique sur la sant&eacute;</em>. Des professionnels de sant&eacute; en Afrique, en Asie et en Am&eacute;rique latine l&rsquo;ont &eacute;crit, 100&nbsp;d&rsquo;entre eux en d&eacute;tail, dans 19&nbsp;pays. Ils ont r&eacute;pondu &agrave; trois questions simples&nbsp;: que s&rsquo;est-il pass&eacute;, qu&rsquo;avez-vous fait, et comment avez-vous su que cela marchait.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Trois constats reviennent dans chaque pays. Le changement climatique aggrave des maladies d&eacute;j&agrave; connues, sans en inventer de nouvelles&nbsp;: le signal est donc dans le paludisme, le chol&eacute;ra et la malnutrition que vous suivez d&eacute;j&agrave;. Les communaut&eacute;s organisent leurs propres ripostes, de 17&nbsp;mani&egrave;res document&eacute;es. Et les personnes les plus proches du danger sont les moins visibles dans la conversation mondiale sur la recherche et les politiques.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Prenez Yopougon, en C&ocirc;te d&rsquo;Ivoire. Konan Kouam&eacute; Georges et son &eacute;quipe n&rsquo;ont pas attendu qu&rsquo;une directive change. Quand la dengue a suivi les pluies en 2023, ils sont pass&eacute;s d&rsquo;un rapport hebdomadaire &agrave; un rapport quotidien. C&rsquo;est un petit changement &agrave; lire. C&rsquo;est un grand changement &agrave; faire, et le genre que les syst&egrave;mes officiels mettent des ann&eacute;es &agrave; recommander.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Vous pouvez mettre cette intelligence collective au travail d&egrave;s maintenant.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong><a href=\"https://redasadki.me/2026/06/16/talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do-about-climate-change-and-health/\">Posez une question &agrave; notre interface d&rsquo;intelligence artificielle</a> en langage simple, comme &laquo;&nbsp;qu&rsquo;ont dit les professionnels de sant&eacute; de mon pays au sujet des inondations&nbsp;?&nbsp;&raquo;, et vous obtenez une r&eacute;ponse compl&egrave;te et fiable.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udf0d Premiers secours psychologiques&nbsp;: <span>le p&ocirc;le national des Pays-Bas pour la sant&eacute; mentale et le soutien psychosocial</span></h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/013ade1-00aa-ba12-a5a-faf0817a00ba_20260611.23732.the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">LOOP, le p&ocirc;le national des Pays-Bas pour la sant&eacute; mentale et le soutien psychosocial, a rejoint le r&eacute;seau europ&eacute;en pour les premiers secours psychologiques (PFA), construit par plus de 2&nbsp;000&nbsp;praticiens avec le soutien de La Fondation Apprendre Gen&egrave;ve. D&eacute;sormais, les personnes qui soutiennent les enfants d&eacute;plac&eacute;s aux Pays-Bas peuvent apprendre de coll&egrave;gues en Ukraine et ailleurs. &laquo;&nbsp;Les professionnels qui soutiennent les enfants touch&eacute;s par les crises humanitaires et les conflits arm&eacute;s ne devraient jamais &ecirc;tre seuls&nbsp;&raquo;, a d&eacute;clar&eacute; Charlotte Mbuh, directrice des programmes de la Fondation.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Le besoin est vaste et l&rsquo;aide est rare. Environ 45&nbsp;% des personnes d&eacute;plac&eacute;es d&rsquo;Ukraine aux Pays-Bas se disent en mauvaise sant&eacute; mentale. Seules 7&nbsp;% environ ont vu un psychologue. Un travailleur social peut suivre plus de cent r&eacute;sidents.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong>D&eacute;couvrez <a href=\"https://redasadki.me/2026/06/11/the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-psychological-first-aid/\">comment ce partenariat a vu le jour</a>.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Bundibugyo&nbsp;: vos coll&egrave;gues de la riposte ont besoin de vous maintenant</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/25a783-2f7f-f873-32ce-e7ad783dcf_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">La premi&egrave;re certification par les pairs sur la maladie &agrave; virus Bundibugyo est ouverte, parce que les personnes qui combattent la flamb&eacute;e en R&eacute;publique d&eacute;mocratique du Congo et en Ouganda ont besoin les unes des autres &agrave; l&rsquo;int&eacute;rieur. Si vous avez travaill&eacute; sur une riposte &agrave; Ebola, notez la seule chose que vous auriez aim&eacute; savoir, l&agrave; o&ugrave; un intervenant pourra la lire cette semaine.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32222\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"REJOINDRE CETTE CERTIFICATION MAINTENANT\"><strong>REJOIGNEZ</strong> CETTE CERTIFICATION MAINTENANT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Dans cette flamb&eacute;e, plus de la moiti&eacute; des personnes qui tombent malades sont des femmes et des filles. Une <a href=\"https://redasadki.me/2026/06/22/rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in-the-democratic-republic-of-congo-and-uganda/\">analyse rapide selon le genre</a> explique ce que cela change pour la riposte, et pourquoi cela ne peut pas attendre.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Vous l&rsquo;avez manqu&eacute;&nbsp;?</strong> D&eacute;couvrez comment <a href=\"https://redasadki.me/2026/06/15/virus-bundibugyo-un-reseau-de-soignants-congolais-tissent-des-liens-de-riposte-et-de-resilience/\">des soignants congolais apprennent les uns des autres</a> en construisant leur riposte.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udde3\ufe0f Bient&ocirc;t&nbsp;: au Togo, une d&eacute;cennie d&rsquo;apprentissage par les pairs a fait grandir des carri&egrave;res</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Palenfo Gnourfateon</strong>, un responsable de longue date de la Fondation, &eacute;tait &agrave; Lom&eacute; pour une enqu&ecirc;te sur la rougeole quand il a r&eacute;uni tous les Scholars qu&rsquo;il pouvait joindre. Reda Sadki s&rsquo;est connect&eacute; pour dire un rapide bonjour. Il est rest&eacute; les 119&nbsp;minutes enti&egrave;res, car la salle &eacute;tait devenue le t&eacute;moignage de ce qu&rsquo;une d&eacute;cennie d&rsquo;apprentissage par les pairs construit.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Winiga Koudema</strong> est un clinicien p&eacute;diatrique au Togo. Il est devenu directeur de district puis d&rsquo;h&ocirc;pital sans formation en &eacute;pid&eacute;miologie. Pendant la COVID-19, un coll&egrave;gue lui a envoy&eacute; le lien d&rsquo;une formation de la Fondation. Les formations l&rsquo;ont men&eacute; &agrave; un dipl&ocirc;me de troisi&egrave;me cycle, puis au conseil, puis &agrave; un poste permanent &agrave; l&rsquo;Organisation mondiale de la Sant&eacute;. &laquo;&nbsp;C&rsquo;est pour moi l&rsquo;occasion de vraiment me relancer&nbsp;&raquo;, a-t-il dit.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Manzama-Esso Kola</strong> est un sociologue venu &agrave; la vaccination par le travail sur le VIH. Une formation de 2019 sur la triangulation des donn&eacute;es a chang&eacute; sa pratique. Il a &eacute;crit un manuel, form&eacute; les responsables du suivi dans 39&nbsp;organisations, et il coordonne aujourd&rsquo;hui une plateforme que la division de la vaccination consulte. &laquo;&nbsp;Nous sommes un acteur reconnu et consult&eacute; en vaccination&nbsp;&raquo;, a-t-il dit.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Ce ne sont pas des carri&egrave;res qui se sont &eacute;loign&eacute;es du terrain. Elles y sont entr&eacute;es plus profond&eacute;ment. C&rsquo;est le pari du r&eacute;seau Scholar&nbsp;: que l&rsquo;apprentissage vit &agrave; l&rsquo;int&eacute;rieur des personnes qui font tourner le syst&egrave;me, et qu&rsquo;il dure. Comme l&rsquo;a dit Palenfo &agrave; la cl&ocirc;ture de la s&eacute;ance, &laquo;&nbsp;une fois Scholar, toujours Scholar&nbsp;&raquo;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f <a href=\"https://redasadki.me\"><strong>Consultez</strong> le blog de Reda Sadki</a> pour trouver l&rsquo;article complet.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccb Ce que les professionnels de sant&eacute; savent d&eacute;j&agrave; sur la m&eacute;nopause</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/170cb12-5c34-6e4e-8ad8-683a4fa7e5_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">La premi&egrave;re formation mondiale par les pairs sur la m&eacute;nopause pour les professionnels de sant&eacute; a ouvert le 22&nbsp;juin, construite avec Menoglobal. Ses premiers jours ont montr&eacute; tout ce que les professionnels de sant&eacute; portent d&eacute;j&agrave;.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Interrog&eacute;e sur ce que la m&eacute;nopause &eacute;voque, une membre d&rsquo;un comit&eacute; de sant&eacute; communautaire au Costa Rica a repris une expression de la m&eacute;decine traditionnelle, &laquo;&nbsp;le second printemps&nbsp;&raquo;, et a &eacute;crit&nbsp;: &laquo;&nbsp;Cela me donne de l&rsquo;espoir et de la paix, car je traverse cette transition.&nbsp;&raquo; Une assistante sociale en sant&eacute; en Afrique a r&eacute;pondu en un mot&nbsp;: &laquo;&nbsp;silence.&nbsp;&raquo; Le savoir &eacute;tait l&agrave;. Il attendait un langage.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f Vous serez surpris par <a href=\"https://redasadki.me/2026/06/28/menopause-what-health-workers-already-know-in-their-own-words/\">ce qu&rsquo;ils ont partag&eacute; la premi&egrave;re semaine</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Partagez une le&ccedil;on, une r&eacute;ussite ou un d&eacute;fi au sujet de la m&eacute;nopause. Vos mots peuvent aider un coll&egrave;gue qui n&rsquo;en a pas encore.</p>\n\n\n\n<h2 class=\"wp-block-heading\">\u270d\ufe0f Des lectures qui valent votre temps</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/c60031-ece8-0730-0c-22f31b22f451_20260527.23635.global-health-architecture-what-are-we-missing.640.jpg?ssl=1\" alt=\"\"/></figure>\n\n\n\n<p class=\"wp-block-paragraph\">Quelques lectures r&eacute;centes de <strong>Reda Sadki</strong> et <strong>Charlotte Mbuh</strong>, de La Fondation Apprendre Gen&egrave;ve, si vous avez dix minutes entre deux r&eacute;unions.</p>\n\n\n\n<p class=\"wp-block-paragraph\">La<strong> 79<sup>e</sup> Assembl&eacute;e mondiale de la Sant&eacute;</strong> a ouvert un processus formel pour r&eacute;former la gouvernance de la sant&eacute; mondiale. Dans un poste de sant&eacute; du nord du Nig&eacute;ria, <strong>Mariam</strong> attend, et l&rsquo;article demande <a href=\"https://redasadki.me/2026/05/27/global-health-architecture-what-are-we-missing/\">qui manque dans la salle</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Lors d&rsquo;une heure de Teach to Reach le 4&nbsp;juin 2026, un patient suspect&eacute; d&rsquo;Ebola est entr&eacute; dans un centre de sant&eacute; en Ouganda et <strong>le personnel a recul&eacute;</strong>, sans formation et sans &eacute;quipement de protection. Ce moment ouvre le r&eacute;cit de <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-what-we-do-when-there-is-fear-in-every-health-worker-article-2-of-3/\">ce que font les professionnels de sant&eacute; quand la peur est dans la salle</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Un micro tendu pour &ecirc;tre c&eacute;l&eacute;br&eacute;e, une enseignante nig&eacute;riane a saisi ce moment pour <strong>avouer un probl&egrave;me qu&rsquo;elle ne peut pas r&eacute;soudre</strong>&nbsp;: ses &eacute;tudiants lui ont demand&eacute; d&rsquo;arr&ecirc;ter parce que la chaleur rendait toute r&eacute;flexion impossible. <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-honoring-tglfs-scholars-as-leaders-article-3-of-3/\">Honorer les Scholars, c&rsquo;&eacute;tait entendre cela aussi</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faiza Rabbani</strong> se trouvait dans un dispensaire de village au Pendjab quand une jeune femme est pass&eacute;e devant elle en plein travail, sans &eacute;quipement et sans mots pour ce qui lui arrivait. C&rsquo;est le genre de cas <a href=\"https://redasadki.me/2026/05/30/teach-to-reach-newborn-care-a-baby-with-no-equipment-a-woman-with-no-words-article-3-of-4/\">&agrave; partir duquel la formation sur les soins au nouveau-n&eacute; a &eacute;t&eacute; construite</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Choisissez-en une.</p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1c Ce qui arrive ensuite&nbsp;: un nouveau cadre de leadership nomme le travail pour lequel vous n&rsquo;avez jamais &eacute;t&eacute; form&eacute;, pr&eacute;sent&eacute; le 2&nbsp;juillet</h3>\n\n\n\n<p class=\"wp-block-paragraph\">Vous avez r&eacute;solu le refus d&rsquo;une communaut&eacute; de se faire vacciner. Vous avez maintenu un service quand le budget a manqu&eacute;. Vous avez n&eacute;goci&eacute; un passage s&ucirc;r dans une zone de conflit. Personne ne vous a appris tout cela, et cela n&rsquo;appara&icirc;t sur aucune fiche de poste. Le 2&nbsp;juillet, cela change.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Plus de 1&nbsp;300&nbsp;professionnels de sant&eacute; ont contribu&eacute; au nouveau cadre de comp&eacute;tences de la Fondation pour le leadership local en sant&eacute;, fond&eacute; sur une d&eacute;cennie d&rsquo;&eacute;ducation pour le changement. Il se pr&eacute;sente comme un programme manquant, parce qu&rsquo;il nomme le travail d&rsquo;adaptation que la formation officielle laisse de c&ocirc;t&eacute;. Il cartographie ce travail &agrave; travers neuf domaines, chacun d&eacute;crit &agrave; trois niveaux de ma&icirc;trise.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Pour vous, la promesse est la reconnaissance. Le travail invisible que vous faites d&eacute;j&agrave; peut enfin appara&icirc;tre dans une &eacute;valuation, sur un CV, et dans un parcours d&rsquo;avancement.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Si vous dirigez une &eacute;quipe, il vous donne un langage pour les personnes qui r&eacute;solvent les probl&egrave;mes qu&rsquo;aucun protocole ne couvre. Il trouve du leadership &agrave; tous les niveaux, pas seulement chez les superviseurs. Et parce que chaque comp&eacute;tence est un comportement gradu&eacute; et observable, vous pouvez voir qui est pr&ecirc;t &agrave; faire plus, et l&rsquo;aider &agrave; y arriver.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/86517960688\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"RESERVEZ VOTRE PLACE\"><strong>R&Eacute;SERVEZ</strong> VOTRE PLACE<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>","doi":"https://doi.org/10.59350/63tfs-qy352","guid":"https://redasadki.me/?p=23977","image":"https://redasadki.me/wp-content/uploads/2026/06/newsletter5-035.jpg","language":"fr","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"2361c-0yx88","summary":"English | Fran\u00e7ais Bonjour, Vous le voyez : le changement climatique nuit \u00e0 la sant\u00e9 de votre communaut\u00e9. Le jeudi 2 juillet 2026, vous \u00eates invit\u00e9 \u00e0 rencontrer des professionnels de sant\u00e9 qui agissent d\u00e9j\u00e0. Apportez un d\u00e9fi que le climat provoque dans votre travail. Vous pourriez repartir avec une r\u00e9ponse d\u00e9j\u00e0 test\u00e9e par des coll\u00e8gues.","tags":["The Geneva Learning Foundation","Bundibugyo","Climate And Health","Climate Change","Ebola"],"title":"La lettre d'information du Scholar de la Fondation Apprendre Gen\u00e8ve, num\u00e9ro 5 (2 juillet 2026)","updated_at":1782838843,"url":"https://redasadki.me/2026/06/30/la-lettre-dinformation-du-scholar-de-la-fondation-apprendre-geneve-numero-5-2-juillet-2026/","version":"v1"},{"authors":[{"contributor_roles":[],"name":"The Geneva Learning Foundation"}],"blog":{"authors":null,"community_id":"7e26491f-41c6-4665-9088-5aa6643a1ba8","created":1731196800,"current_feed_url":null,"description":"Learning to make a difference","favicon":"https://rogue-scholar.org/api/communities/7e26491f-41c6-4665-9088-5aa6643a1ba8/logo","feed_format":"application/atom+xml","feed_url":"https://redasadki.me/feed/atom/","filter":null,"generator":"WordPress","home_page_url":"https://redasadki.me/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"redasadki","status":"active","subfield":"3304","title":"Reda Sadki","updated":1782838729,"use_api":true},"blog_name":"Reda Sadki","blog_slug":"redasadki","content_html":"<p class=\"has-text-align-left wp-block-paragraph\"><strong>English</strong> | <a href=\"https://redasadki.me/?p=23977\">Fran\u00e7ais</a></p>\n<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:908,&quot;href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/j\\/85731864236&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;https:\\/\\/us02web.zoom.us\\/webinar\\/register\\/WN_V2zemD1tSIO3zW0R9Ptqhg?_x_zm_rtaid=L3k-UbA2S82Bv7jJEDaKOg.1778176294156.055e86fb87e2c4745339b51fee5966a8\\u0026_x_zm_rhtaid=250&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:164,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/redasadki&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:845,&quot;href&quot;:&quot;https:\\/\\/www.linkedin.com\\/in\\/charlotte-mbuh-2b565298&quot;,&quot;archived_href&quot;:&quot;&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[],&quot;broken&quot;:false,&quot;last_checked&quot;:null,&quot;process&quot;:&quot;done&quot;},{&quot;id&quot;:91,&quot;href&quot;:&quot;https:\\/\\/www.learning.foundation\\/climate&quot;,&quot;archived_href&quot;:&quot;http:\\/\\/web-wp.archive.org\\/web\\/20250721100812\\/https:\\/\\/www.learning.foundation\\/climate&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-05 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08:29:58&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-06 22:36:43&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-11 19:21:50&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-05-15 05:42:34&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-05-19 04:24:06&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-05-24 14:53:53&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-05-28 01:43:12&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-06-01 00:36:04&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-05 11:57:11&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-09 02:56:44&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-13 04:47:17&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-16 10:40:19&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-19 13:08:19&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-22 16:42:53&quot;,&quot;http_code&quot;:503},{&quot;date&quot;:&quot;2026-06-26 03:58:56&quot;,&quot;http_code&quot;:404},{&quot;date&quot;:&quot;2026-06-30 14:45:24&quot;,&quot;http_code&quot;:404}],&quot;broken&quot;:true,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-30 14:45:24&quot;,&quot;http_code&quot;:404},&quot;process&quot;:&quot;done&quot;}]\"></span>\n\n\n<p class=\"wp-block-paragraph\">Dear Reader,</p>\n\n\n\n<p class=\"wp-block-paragraph\">You see that climate change is hurting the health of your community.</p>\n\n\n\n<p class=\"wp-block-paragraph\">On Thursday 2 July 2026, you&nbsp;are invited to meet health workers who are already taking action.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/85731864236\" title=\"CONFIRM YOUR PARTICIPATION\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\">CONFIRM YOUR PARTICIPATION<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">Bring one challenge it causes in your work.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You may leave with an answer a peer has already tested.</p>\n\n\n\n<p class=\"wp-block-paragraph\">What do health workers do when the road to the clinic floods, when the clinic is hotter than ever, when more people fall sick, more often, than before?</p>\n\n\n\n<p class=\"wp-block-paragraph\">This session is about those local solutions, the ones health workers are already&nbsp;using to save lives.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The people who shared them, from more than 60 countries, will be our guests of honour.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Participants will get access to our <a href=\"https://redasadki.me/2026/05/26/new-insights-report-health-workers-are-leading-community-responses-to-climate-change-impacts-on-health/\">new report on local action</a>&nbsp;to mitigate the impact of the climate crisis on health&nbsp;and the <a href=\"https://redasadki.me/2026/05/26/climate-change-and-health-14-recommendations-for-health-workers-national-planners-and-global-partners/\">14 surprising recommendations</a> for community staff, planners, and global partners.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ud83d\udde3\ufe0f This newsletter is interactive. Share your experience wherever you see this icon.</span></p>\n\n\n\n<p class=\"wp-block-paragraph\">Best regards,</p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https://www.linkedin.com/in/redasadki/\">Reda Sadki</a> and <a href=\"https://www.linkedin.com/in/charlotte-mbuh-2b565298/\">Charlotte Mbuh</a><br /><strong>The Geneva Learning Foundation</strong></p>\n\n\n\n<p class=\"wp-block-paragraph\">P.-S.&nbsp;Tell us what you think of this newsletter. It takes two minutes, and it shapes the next issue.</p>\n\n\n\n<h3 id=\"h-the-geneva-learning-foundation-scholar-newsletter-issue-5-2-july-2026\" class=\"wp-block-heading\"><em>The Geneva Learning Foundation Scholar Newsletter, issue 5 (2 July 2026)</em></h3>\n\n\n\n<h2 id=\"h-nbsp-climate-change-is-harming-your-community-s-health-a-practical-guide-to-what-you-can-do\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Climate change is harming your community's health: a practical guide to what you can do</h2>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23984\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/64ba16-6228-07f-f5dc-3464f18e0e0_20260619.23886.what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/19/what-you-can-do-if-climate-change-is-harming-your-communitys-health-a-practical-guide-to-the-certificate-peer-learning-programme-for-leadership-in-climate-change-and-health/\">Read the <strong>practical guide</strong> to see what you can do as a health professional</a></p>\n\n\n\n<p class=\"wp-block-paragraph\">You see the rains arriving early, the clinic running hotter, more people falling sick more often. This guide shows you what you can do about it, where you are, with what you have. You can start this week.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-accent-3-background-color has-background wp-element-button\" href=\"https://www.learning.foundation/climate\" title=\"JOIN THE PROGRAMME NOW\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THE PROGRAMME NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<h3 id=\"h-nbsp-why-your-work-during-the-last-flood-nbsp-matters-three-years-of-climate-health-action\" class=\"wp-block-heading\">\ud83d\udcd6&nbsp;Why your work during the last flood&nbsp;matters: three years of climate-health action</h3>\n\n\n\n<p class=\"wp-block-paragraph\">When the storm flooded the roads in Bomaka, Cameroon, a midwife named <strong>Geh Raphaela Agwa</strong> saved twins during a cord presentation, then wrote down what she did. Her neighbours had already dug the gutters so cars could pass. Neither of them waited for a policy to tell them how.</p>\n\n\n\n<p class=\"wp-block-paragraph\">This new review reads three years of work that treats accounts like hers as evidence, not anecdote. It gathers what health workers in Africa, Asia, and Latin America see and do, at a scale no survey had reached, and gives it back to them as a basis for action. It is the clearest answer yet to a question that decides whether your knowledge is heard: why is what you witness every day called anecdotal, when you are the one who was there?</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/16/lessons-in-resilience-what-health-workers-in-africa-asia-and-latin-america-know-and-do-in-response-to-worsening-climate-change-impacts-on-their-communities/\">Read why frontline experience is the missing layer of the climate and health response</a></p>\n\n\n\n<h3 id=\"h-nbsp-climate-change-and-health-the-event-shows-you-what-is-possible-this-new-nbsp-course-helps-you-do-it\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Climate change and health: the event shows you what is possible, this new&nbsp;course helps you do it</h3>\n\n\n\n<p class=\"wp-block-paragraph\">The 2 July session lasts one hour. This new course is where you take your own challenge further, on your own time, with peers carrying the same one.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You may be the nurse who saw the rains come early, the community health worker walking further for safe water, or the officer rebuilding a clinic the wind tore down. The situations differ. The question is the same. What can you do, where you are, with what you have?</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Tell us one thing you are doing about climate change and health. Your answer could be the one a colleague is searching for.</p>\n\n\n\n<p class=\"wp-block-paragraph\">It is the first peer learning course on the health impacts of climate change, built on the report and with the REACH network of more than 4,000 local organisations. You work through what peers did in emergencies, what they did to prepare, and how they brought the community in. You leave with practical steps for your own place.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32182\" title=\"JOIN THIS CERTIFICATION NOW\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THIS CERTIFICATION NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23986\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/65227a-cdbd-eaa3-3276-13bca22f7a0_20260616.23858.talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h3 id=\"h-nbsp-use-artificial-intelligence-to-talk-to-1-000-health-workers-fighting-climate-change-impacts-on-health\" class=\"wp-block-heading\">\ud83d\udcd6&nbsp;Use artificial intelligence to talk to 1,000 health workers fighting climate change impacts on health</h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f&nbsp;</strong><a href=\"https://redasadki.me/2026/06/16/talk-to-the-evidence-a-chat-interface-to-explore-what-health-workers-know-and-do-about-climate-change-and-health/\">Ask our artificial intelligence interface a question</a> in plain language, like \"what did health workers in my country say about floods?\", and you get a complete, reliable answer.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The report is called <em>Teach to Reach 11: Local action to mitigate the impact of the climate crisis on health</em>. Health workers in Africa, Asia, and Latin America wrote it. They answered three plain questions: how did&nbsp;climate change hurt&nbsp;the health of your community, what did you do, and how did you know it worked.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Three findings run across every country. Climate change is making familiar diseases worse, not inventing new ones, so the signal is in the malaria, cholera, and malnutrition you already track. Communities are organising their own responses, in 17 documented ways. And the people closest to the harm are the least visible in the global research and policy conversation.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Take Yopougon, in C\u00f4te d'Ivoire. Konan Kouam\u00e9 Georges and his team did not wait for a guideline to change. When dengue followed the rains in 2023, they switched from weekly reporting to daily. That is a small change to read. It is a large change to do, and the kind formal systems take years to recommend.</p>\n\n\n\n<p class=\"wp-block-paragraph\">You can put that collective intelligence to work now.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23988\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/b358bce-588-de63-caa3-0cf1f651cf7b_20260611.23742.d0-bd-d0-b0-d1-86-d1-96-d0-be-d0-bd-d0-b0-d0-bb-d1-8c-d0-bd-d0-b8-d0-b9-d1-85-d0.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-psychological-first-aid-the-netherlands-national-hub-for-mental-health-and-psychosocial-support\" class=\"wp-block-heading\">\ud83c\udf0d&nbsp;Psychological First Aid: <span>the Netherlands' national hub for mental health and psychosocial support</span></h2>\n\n\n\n<p class=\"wp-block-paragraph\">LOOP, the Netherlands&#8217; national hub for mental health and psychosocial support, has joined the European network for Psychological First Aid (PFA),&nbsp;built by over 2,000 practitioners with support from The Geneva Learning Foundation. Now the people who support displaced children across the Netherlands can learn from colleagues in Ukraine and elsewhere.&nbsp;\"The professionals supporting children affected by humanitarian crises and armed conflict&nbsp;should never have to be alone,\" said Charlotte Mbuh, TGLF's Director of Programmes.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The need is wide and the help is thin. About 45% of displaced people from Ukraine in the Netherlands report feeling mentally unhealthy. Only about 7% have seen a psychologist. One social worker can carry more than one hundred residents.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u27a1\ufe0f </strong>Read <a href=\"https://redasadki.me/2026/06/11/the-netherlands-national-mhpss-hub-joins-the-european-peer-learning-network-for-psychological-first-aid/\">how the partnership came together</a>.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23985\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/6d40f3-f06-ea71-6a3-4ccac4bfec7e_20260622.23939.rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-bundibugyo-your-colleagues-in-the-response-need-you-nbsp-now\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;Bundibugyo: your colleagues in the response need you&nbsp;now</h2>\n\n\n\n<p class=\"wp-block-paragraph\">The first peer learning certification on Bundibugyo virus disease is open because the people fighting the outbreak in the Democratic Republic of the Congo and Uganda need each other inside it. If you have worked an Ebola response, write down the one thing you wish you had known, where a responder can read it this week.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://go.learning.foundation/tglf/c/32221\" title=\"JOIN THIS CERTIFICATION NOW\" style=\"background-color:#09ac00\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>JOIN</strong> THIS CERTIFICATION NOW<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>\n\n\n\n<p class=\"wp-block-paragraph\">In this outbreak, more than half of the people falling sick are women and girls. A <a href=\"https://redasadki.me/2026/06/22/rapid-gender-analysis-what-we-know-so-far-about-the-bundibugyo-ebola-outbreak-in-the-democratic-republic-of-congo-and-uganda/\">rapid gender analysis</a> explains what that changes for the response, and why it cannot wait.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Did you miss it?</strong> Read how <a href=\"https://redasadki.me/2026/06/15/virus-bundibugyo-un-reseau-de-soignants-congolais-tissent-des-liens-de-riposte-et-de-resilience/\">Congolese caregivers are learning from each other</a> as they build their response.</p>\n\n\n\n<h2 id=\"h-coming-soon-in-togo-a-decade-of-peer-learning-grew-careers\" class=\"wp-block-heading\">\ud83d\udde3\ufe0f Coming soon: In Togo, a decade of peer learning grew careers</h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Palenfo Gnourfateon</strong>, a long-time TGLF leader, was in Lom\u00e9 for a measles survey when he gathered whatever Scholars he could reach. Reda Sadki joined to say a quick hello. He stayed the full 119 minutes, because the room had become a record of what a decade of peer learning builds.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Winiga Koudema</strong> is a paediatric clinician in Togo. He became a district then a hospital director with no training in epidemiology. During COVID-19 a colleague sent him a link to a TGLF course. The courses led him to a postgraduate diploma, then to consultancy, then to permanent staff at the World Health Organization. \"This is an opportunity for me to truly re-launch myself,\" he said.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Manzama-Esso Kola</strong> is a sociologist who came to vaccination through HIV work. A 2019 course on data triangulation changed his practice. He wrote a manual, trained the monitoring officers across 39 organisations, and now coordinates a platform the immunisation division consults. \"We are a well-recognised and well-consulted actor in vaccination,\" he said.</p>\n\n\n\n<p class=\"wp-block-paragraph\">These are not careers that drifted away from the field. They moved deeper into it. That is the wager of the Scholar network: that the learning lives inside the people who run the system, and that it lasts. As Palenfo put it when the session closed, \"once a scholar, always a scholar.\"&nbsp;</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f <a href=\"https://redasadki.me\"><strong>Check</strong> Reda Sadki's blog</a> to find the full article.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"359\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?resize=640%2C359&#038;ssl=1\" alt=\"\" class=\"wp-image-23987\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/1aaf15a-1c18-2257-8b0f-887ec42fa035_20260628.23955.menopause-what-health-workers-already-know-in-their-own-words.640-1.jpg?resize=300%2C168&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-what-health-workers-already-know-about-menopause\" class=\"wp-block-heading\">\ud83d\udccb&nbsp;What health workers already know about menopause</h2>\n\n\n\n<p class=\"wp-block-paragraph\">The first global peer learning course on menopause for health workers opened on 22 June, built with Menoglobal. Its first days showed how much health workers already carry.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Asked what menopause brings to mind, a community health board member in Costa Rica reached for a phrase from traditional medicine, \"the second Spring\", and wrote, \"It gives me hope and peace, since I am going through this transition.\" A medical social worker in Africa answered in one word: \"silence.\" The knowledge was there. It was waiting for a language.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\u27a1\ufe0f&nbsp;You will be surprised by&nbsp;<a href=\"https://redasadki.me/2026/06/28/menopause-what-health-workers-already-know-in-their-own-words/\">what they shared in week one</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udde3\ufe0f Share a menopause lesson, success, or challenge. Your words can help a colleague who has none yet.</p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"430\" src=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?resize=640%2C430&#038;ssl=1\" alt=\"\" class=\"wp-image-23989\" srcset=\"https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?w=640&amp;ssl=1 640w, https://i0.wp.com/redasadki.me/wp-content/uploads/2026/06/8bec11-5431-5fbc-cbd1-2dd680ea6fc2_20260527.23635.global-health-architecture-what-are-we-missing.640-1.jpg?resize=300%2C202&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" /></figure>\n\n\n\n<h2 id=\"h-nbsp-reading-worth-your-time\" class=\"wp-block-heading\">\u270d\ufe0f&nbsp;Reading worth your time</h2>\n\n\n\n<p class=\"wp-block-paragraph\">A few recent reads from The Geneva Learning Foundation's <strong>Reda Sadki</strong> and <strong>Charlotte Mbuh</strong>, if you have ten minutes between meetings.</p>\n\n\n\n<p class=\"wp-block-paragraph\">The<strong> 79th World Health Assembly</strong> opened a formal process to reform how global health is governed. In a health post in northern Nigeria, <strong>Mariam</strong> is waiting, and the piece asks <a href=\"https://redasadki.me/2026/05/27/global-health-architecture-what-are-we-missing/\">who is missing from the room</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">In one Teach to Reach hour on 4 June 2026, a suspected Ebola patient walked into a clinic in Uganda and <strong>the staff backed</strong> away, with no training and no protective equipment. That moment opens the story of <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-what-we-do-when-there-is-fear-in-every-health-worker-article-2-of-3/\">what health workers do when fear is in the room</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Handed a microphone to be celebrated, a Nigerian lecturer used her moment to <strong>confess a problem she cannot solve</strong>: her students asked her to stop because the heat made it impossible to think. <a href=\"https://redasadki.me/2026/06/15/teach-to-reach-honoring-tglfs-scholars-as-leaders-article-3-of-3/\">Honouring Scholars meant hearing that too</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faiza Rabbani</strong> was in a village dispensary in Punjab when a young woman walked past her in labour, with no equipment and no words for what was happening. It is the kind of case <a href=\"https://redasadki.me/2026/05/30/teach-to-reach-newborn-care-a-baby-with-no-equipment-a-woman-with-no-words-article-3-of-4/\">the newborn care course was built from</a>.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Pick one.</p>\n\n\n\n<h3 id=\"h-nbsp-what-is-coming-next-a-new-leadership-framework-names-the-work-you-were-never-trained-for-presented-on-2-july\" class=\"wp-block-heading\">\ud83d\udd1c&nbsp;What is coming next: a new leadership framework names the work you were never trained for, presented on 2 July</h3>\n\n\n\n<p class=\"wp-block-paragraph\">You have resolved a community's refusal to vaccinate. You have kept a service running when the budget failed. You have negotiated safe passage in a conflict zone. No one taught you any of it, and it appears on no job description. On 2 July, that changes.</p>\n\n\n\n<p class=\"wp-block-paragraph\">Over 1,300 health workers contributed to TGLF's new competency framework for local health leadership, grounded in a decade of education for change. It calls itself a missing curriculum, because it names the adaptive work that formal training leaves out. It maps that work across nine domains, each described at three levels of proficiency.</p>\n\n\n\n<p class=\"wp-block-paragraph\">For you, the promise is recognition. The invisible work you already do can finally appear in a performance review, on a CV, and in a path to advancement.</p>\n\n\n\n<p class=\"wp-block-paragraph\">If you lead a team, it gives you a language for the people who solve the problems no protocol covers. It finds leadership at every level, not only in supervisors. And because each competency is a graded, observable behaviour, you can see who is ready to do more, and help them get there.</p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button tw-has-icon has-icon__external\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https://us02web.zoom.us/j/85731864236\" title=\"SAVE YOUR SEAT\" style=\"background-color:#0966c2\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>SAVE</strong> YOUR SEAT<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M5 21q-.824 0-1.412-.587A1.93 1.93 0 0 1 3 19V5q0-.824.587-1.412A1.93 1.93 0 0 1 5 3h7v2H5v14h14v-7h2v7q0 .824-.587 1.413A1.93 1.93 0 0 1 19 21zm4.7-5.3-1.4-1.4L17.6 5H14V3h7v7h-2V6.4z\"></path></svg></a></div>\n</div>","doi":"https://doi.org/10.59350/4jsfn-kf182","guid":"https://redasadki.me/?p=23969","image":"https://redasadki.me/wp-content/uploads/2026/06/newsletter5-036.jpg","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"rvg8k-nfk19","summary":"English | Fran\u00e7ais Dear Reader, You see that climate change is hurting the health of your community. On Thursday 2 July 2026, you are invited to meet health workers who are already taking action. Bring one challenge it causes in your work. You may leave with an answer a peer has already tested.","tags":["The Geneva Learning Foundation","Bundibugyo","Climate And Health","Climate Change","Ebola"],"title":"The Geneva Learning Foundation Scholar Newsletter, issue 5 (2 July 2026)","updated_at":1782838841,"url":"https://redasadki.me/2026/06/30/the-geneva-learning-foundation-scholar-newsletter-issue-5-2-july-2026/","version":"v1"},{"authors":[{"contributor_roles":[],"family":"Marcum","given":"Christopher Steven","url":"https://orcid.org/0000-0002-0899-6143"}],"blog":{"authors":null,"community_id":"8bdb1ae7-4621-4fa5-ad1a-3a639417dfd5","created":1768694400,"current_feed_url":null,"description":"Perspectives on science, data, and technology that don't fit anywhere else.","favicon":"https://rogue-scholar.org/api/communities/8bdb1ae7-4621-4fa5-ad1a-3a639417dfd5/logo","feed_format":"application/atom+xml","feed_url":"http://chrismarcum.com/marcum-blog/feed.atom","filter":null,"generator":"Jekyll","home_page_url":"https://www.chrismarcum.com/marcum-blog/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"chrismarcum","status":"active","subfield":"3312","title":"Open Evidence","updated":1782820183,"use_api":null},"blog_name":"Open Evidence","blog_slug":"chrismarcum","content_html":"<p>The Office of Management and Budget (OMB) has proposed revisions to its Uniform Guidance under 2 CFR 200, which sets government-wide standards for federal financial assistance. Simultaneously, the National Science Foundation (NSF) has issued draft updates to its Proposal and Award Policies and Procedures Guide (historically called the PAPPG now renamed the Guidance on Financial Assistance or GFA). These two policies work together because the Uniform Guidance establishes the overarching regulatory framework that the National Science Foundation must implement within its specific agency grant terms and conditions.</p>\n<p>These proposed policy frameworks intersect directly with core equities surrounding public access to federally-funded research and data. The NSF proposal references these equities by incorporating data management requirements that align with federal public access plans and by eliminating the traditional twelve-month publication delay for peer-reviewed journal articles and conference proceedings. At the same time, the broader OMB proposal introduces rules affecting cost considerations for scholarly publishing, specifically making publication costs like article processing charges unallowable under direct costs unless approved in advance (and some confusing language that may prevent journal subscriptions under indirect costs).</p>\n<p>Public participation is critical even if comments are ignored by this Administration (they may help inform a future Administration's actions and can amplify the distress signal to members of Congress). As of publication of this blog post, there were nearly 70,000 public comments about the OMB rule received and 40K had been published. Comments are due July, 13th). I've yet to submit my own (stay tuned!). Comments on the NSF's GFA proposal under are due by August 24, 2026. There are only 3 published comments to the NSF proposal as of today. I suggest commenting early and often.  You don't need to submit a detailed, expert comment to make your voice heard. You can simply state your concern in plain language. Commenting helps improve the public record on a proposed rulemaking and is an important tool for participatory democracy.</p>\n<p>Submit comments here:</p>\n<ul>\n<li><a href=\"https://www.regulations.gov/document/OMB-2026-0034-0001\">OMB's Regulation for Federal Financial Assistance (2 CFR 200)</a> comments are due July 13, 2026</li>\n<li><a href=\"https://www.regulations.gov/document/NSF-2026-OTR-0001-0002\">NSF's Agency Information Collection Activities; Proposals, Submissions, and Approvals: National Science Foundation Proposal/Award Information Guidance on Financial Assistance</a> comments are due August 24, 2026</li>\n</ul>\n<h1 id=\"crosswalk\">CrossWalk</h1>\n<p>I've read both proposals carefully. For full transparency, I had privileged access earlier versions of both 2 CFR 200 and the GFA revisions in my former role at OMB. I was also a contributor to the 2024 revisions of the Uniform Guidance and reviewed the previous iteration of the GFA too. When I left OMB in July of 2025 the Uniform Guidance in 2 CFR 200 internal revisions included:</p>\n<ul>\n<li>Transitioning the guidance into a regulation (as officially proposed)</li>\n<li>Removed ELAs and all language that could be construed by political appointees as DEIA (a bespoke revision, not what was officially proposed)</li>\n<li>Focused almost exclusively on indirect costs by limiting them to the <em>de minimus</em> at 15% (obviously, OMB changed directions)</li>\n</ul>\n<p>At that time of my departure, the version I last saw had practically everything else remaining in tact. There was some back-and-forth between career and political officials about certain cost-principles (at some point, there was a bizarre prohibition on using indirects to support things like libraries at Unis which was thankfully struck from early drafts). There was also a strong intent by career staff to do a comprehensive regulatory impact analysis (RIA) with full economic benefit/cost considerations. Political appetite for that appears to have waned as <a href=\"https://www.regulations.gov/document/OMB-2026-0034-0038\">the released version</a> of the RIA is thin on actual economic details.</p>\n<p>Because the two documents work together with respect to things I care deeply about like public access to federally-funded research and data, I thought share my read of how the NSF and OMB policies compare to each other.</p>\n<h2 id=\"award-selection-merit-and-peer-review-and-administration-priorities\">Award selection, merit and peer-review, and Administration priorities</h2>\n<p>One of the most widely discussed and consequential changes in the OMB rule concerns how discretionary awards are selected. Proposed \u00a7 200.202(a)(1)(iii) requires program design to align with administration policies and priorities. Proposed \u00a7 200.205(b) requires agency heads to designate senior appointees to conduct a pre-issuance review of all discretionary awards, ensuring proposals are consistent with applicable law, Federal agency priorities, and the national interest, and applying principles that include demonstrably advancing the President's policy priorities, several substantive funding prohibitions, and commitments to Gold Standard Science. Proposed \u00a7 200.205(c) directs those appointees not to ratify or routinely defer to others' recommendations. Proposed \u00a7 200.205(d) provides that peer-review recommendations remain advisory and are not to be treated as binding.</p>\n<p>Technically, peer-review has always been fire-walled from funding decisions. Agencies have always had the discretion to ignore peer-review by funding proposals that were scored poorly, or not funding those that were scored highly, by review panels. What's new here is the implication that <em>all</em> granting decisions undergo political oversight before being finalized. Much as been said about this aspect of the OMB proposal (I recommend the piece by Science Editor-in-Chief <a href=\"https://www.science.org/doi/10.1126/science.aej3572\">Holden Thorpe</a> ).</p>\n<p>The NSF GFA does not reproduce this framework as explicitly as is stated in 2 CFR 200. Its merit review guide (Guide 8) is described in the Summary of Changes as having no significant changes. It retains the Intellectual Merit and Broader Impacts criteria, describes a process in which a Program Director's recommendation is approved by an NSF leadership official and then reviewed by a Grants Officer for financial, policy, and risk considerations, and states that award decisions are discretionary and consider NSF policies and priorities. The GFA does not reference senior appointees, the President's policy priorities, or a pre-issuance review applying those priorities, and it does not state that peer-review is subject to oversight for alignment with administration or Presidential priorities. Because \u00a7 200.205 is a government-wide requirement, it would apply to NSF directly under 2 CFR 200 once final, but the GFA as drafted does not implement it. However, the GFA does repeatedly reference vague conditions that proposals will be reviewed in the context of \"priorities.\"</p>\n<h2 id=\"gold-standard-science-gss\">Gold Standard Science (GSS)</h2>\n<p>Both documents reference EO 14303 and Gold Standard Science, but in different ways. The OMB rule embeds Gold Standard Science in award selection through \u00a7 200.205(b)(5) to (7), directing agencies to favor institutions that demonstrate success in implementing it. The NSF GFA treats GSS as a scientific-rigor and integrity expectation in Guide 13 and as a driver of Data Management and Sharing Plan requirements in Guide 5. The NSF GFA does not explicitly apply GSS in its award principles but its invocation in the text implies it will likely guide political pre-issue grant review.</p>\n<h2 id=\"nondiscrimination-and-funding-prohibitions-eg-deia-prohibitions\">Nondiscrimination and funding prohibitions (e.g. DEIA prohibitions)</h2>\n<p>The OMB rule adds substantive funding prohibitions through \u00a7 200.205(b)(2), \u00a7 200.300(b), \u00a7 200.218, and \u00a7 200.219, covering racial preferences, DEIA practices that violate anti-discrimination law, gender ideology, child transition, disparate-impact liability, and viewpoint discrimination in event services. The NSF GFA Guide 19 retains general nondiscrimination on the bases of race, color, national origin, disability, sex, and age, and removes references to revoked Executive Orders, limited English proficiency, environmental justice, and certain Department of Education coordinator requirements. The GFA does not reproduce the OMB prohibitions. However, the rules would apply to NSF directly under 2 CFR 200 when the rule is finalized.</p>\n<h2 id=\"award-type-and-foreign-or-domestic-scope\">Award type and foreign or domestic scope</h2>\n<p>The OMB rule eliminates fixed amount awards and subawards (\u00a7\u00a7 200.201(b), 200.333, 200.1, 200.101, 200.102). The GFA removes all fixed-price award references, which is a direct implementation. The OMB rule establishes a domestic-first framework for research and development awards and restricts foreign entities (\u00a7 200.202(e)); the GFA implements an equivalent foreign-organization justification standard tied to the national interest. The OMB rule prohibits covered foreign collaborations (\u00a7 200.220); the GFA addresses foreign-collaboration risk through its research security regime in Guide 14 rather than by restating that section. The OMB rule requires English-language announcements and applications (\u00a7 200.111); the GFA removes limited-English-proficiency requirements, which is consistent with the new 2 CFR 200 proposal.</p>\n<h2 id=\"integrity-and-disclosure\">Integrity and disclosure</h2>\n<p>The OMB rule revises the conflict-of-interest provision (\u00a7 200.112) to require disclosure of personnel employed by the awarding agency within the preceding two years; the GFA implements this near-verbatim in Guide 14, substituting NSF for the awarding agency. The OMB rule revises mandatory disclosures (\u00a7 200.113), including a ten-day transmittal of OIG disclosures to the U.S. Attorney's Office for the District of Columbia; the GFA addresses misconduct and disclosure in Guides 13 and 25 but does not reproduce that explicitly. I suspect that the NSF scientific integrity policy would be implicated here in some way but it is not clear</p>\n<h2 id=\"cost-principles\">Cost principles</h2>\n<p>The OMB rule makes publication costs unallowable, including page charges and article processing charges (APCs), except where required by statute or approved in advance, while keeping printing costs allowable (\u00a7 200.461). The GFA states that publication costs are disallowed and reflects the closeout exception, but its  budget guidance in Guide 4 still lists page charges and reprints as allowable. This is an internal inconsistency in the GFA.</p>\n<p>It is reassuring to see language in the GFA that invokes the policies set forth by the 2022 OSTP Public Access Memo (recast as being consistent with GSS) in Guides 5 and 21, respectively:</p>\n<ul>\n<li>\"Further implements public access requirements through revisions to Data Management and Sharing Plan requirements that align with NSF's Gold Standard Science Implementation Plan.\"</li>\n<li>\"Updates public access requirements by removing the 12-month publication delay for peer-reviewed journal articles and conference proceedings.\"</li>\n</ul>\n<p>There has been some confusion about whether or not the OMB ban on APCs is inconsistent with agency public access policies that require immediate public access to federally funded research. Let me be absolutely clear: the 2022 OSTP Public Access Policy (i.e., the Nelson Memo) makes no reference to any business model. Federal agencies are free to implement the zero-embargo policy by asserting their Federal Purpose License (incidentally codified in \u00a7 2 CFR 200.315(b)) by requiring authors to deposit their author-accepted manuscripts in the agency repository (at NSF, it's PAR at NIH it's PMC, for instance).</p>\n<p>Paying APCs is a business decision that publishers impose on authors - it's entirely unrelated to agency policy per se. Some publishers have been acting in bad-faith to convince (and sometimes coerce) authors into paying APCs as the <em>only</em> way to comply with federal public access policies. They intentionally conflate <em>open access</em> with <em>public access</em> - open access is never mentioned in the Nelson Memo. Authors may choose APCs in order to publish their work as open access; or they may retain their rights to deposit their author-accepted manuscript in the agency designated repositories. If a publisher says that authors must pay a fee to deposit their own manuscripts, then that means they are tying their editorial decisions to their business model. The agencies' Federal Purpose License preempts any agreement between authors and publishers because the author's institutions agreed to the terms when they signed the funding contract with the agency.</p>\n<p>However, that is not to say that there may be unintended consequences of not allowing APCs in direct grants. That's been widely discussed in response to NIH's proposal to cap APCs:</p>\n<ul>\n<li><a href=\"https://www.science.org/content/article/nih-details-options-limiting-its-payments-open-access-publishing-fees\">NIH details options for limiting its payments for open-access publishing fees\nOther publishing proposals would scrap reimbursements or pay peer reviewers, unprecedented steps for a major government funder</a></li>\n<li><a href=\"https://upstream.force11.org/my-response-to-nih-request-for-information-on-proposed-apc-caps/\">My Response to the NIH Request for Information on Proposed APC Caps</a></li>\n<li><a href=\"https://www.insidehighered.com/news/government/science-research-policy/2025/08/27/nih-publisher-fee-cap-plan-not-comprehensive\">NIH Publisher Fee Cap Plan 'Not Comprehensive Enough,' Critics Say</a></li>\n<li><a href=\"https://undark.org/2026/01/07/apc-science-publishing/\">In Scientific Publishing, Who Should Foot the Bill?</a></li>\n</ul>\n<p>The GFA does not invoke the Federal Purpose License, which remains unchanged at \u00a7 2 CFR 200.315(b) in the OMB proposal:</p>\n<blockquote>\n<p>To the extent permitted by law, the recipient or sub-recipient may copyright any work that is subject to copyright and was developed, or for which ownership was acquired, under a Federal award. The Federal agency reserves a royalty-free, nonexclusive, and irrevocable right to reproduce, publish, or otherwise use the work for Federal purposes and to authorize others to do so. This includes the right to require recipients and sub-recipients to make such works available through agency-designated public access repositories.</p>\n</blockquote>\n<p>Critically, the OMB rule does not change the <em>de minimis</em> indirect cost rate or modify indirects directly - however, there are indirect modifications of the indirect costs (zing!) because OMB made heavy revisions to Subpart E, which apply to both direct and indirect cost considerations. For example, OMB should clarify whether proposed revisions to \u00a7 200.454(b) regarding \"costs of the recipient's or sub-recipient's subscriptions to business, professional, academic, and technical periodicals are unallowable\" mean that Universities cannot use their indirects for libraries to pay for subscriptions to academic journals. A valid argument could be made for prohibiting academic journal subscriptions as direct costs but providing periodicals as a service to the entire University is an historical practice that makes no sense to prevent from flowing as indirect facilities and administrative costs.</p>\n<p>The GFA's 15% rate reflects the existing \u00a7 200.414. Additionally: the OMB rule adds an award-selection preference for institutions with lower indirect cost rates (\u00a7 200.205(b)(3)) while the GFA does not adopt that preference directly and the OMB rule makes a narrow change to prior written approval (\u00a7 200.407); the GFA updates its Prior Approval Matrix as a framework alignment.</p>\n<h2 id=\"an-ai-assisted-crosswalk-of-the-two-proposals\">An AI-Assisted Crosswalk of the Two Proposals</h2>\n<p>I asked Claude Opus 4.8 with high effort using the following prompt:\nto generate a crosswalk table:</p>\n<blockquote>\n<p>Attached are two proposed federal rule changes. One is a proposed change to 2 CFR 200 by the Office of Management and Budget. The second is a proposed change to the NSF's GFA. The two policies work hand in hand in how the NSF sets the terms and conditions of their grants, contracts, and awards. Your task is to do a complete and thorough crosswalk of the two proposed changes, evaluate whether and how the NSF GFA would implement the proposed 2 CFR 200 changes and if there are any deviations.</p>\n</blockquote>\n<p>I then went through and checked that the cross-references were correct (I didn't find any major issues) and added my own notes and analysis  in the rightmost column. Use at your own risk!</p>\n<h2 id=\"theme-1-award-selection-meritpeer-review-and-alignment-with-priorities\">Theme 1: Award selection, merit/peer-review, and alignment with priorities</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1</td>\n<td>Program design must align with administration policies and priorities</td>\n<td>\u00a7 200.202(a)(1)(iii) (instr. 53): a Federal program must be designed with goals that \"Align with administration policies and priorities.\" Preamble A.5 and Section \"200.202.\"</td>\n<td>Guide 8 (\"Proposal Processing and Merit Review\") retains Intellectual Merit and Broader Impacts (\u00a7 B). Guide 9: \"Award of NSF assistance is discretionary,\" with \"program budget and priorities\" as factors. Guide 8 \u00a7F: award abstract \"articulate how the project serves the national interest.\" Summary of Changes, Guide 8: \"No significant changes.\"</td>\n<td>GFA references discretionary awards and \"NSF policies and priorities\" but does not adopt full alignment with OMB's proposal or its implications that political oversight is mandatory (see below).</td>\n</tr>\n<tr>\n<td>2</td>\n<td>Pre-issuance review by senior appointees; peer-review is advisory</td>\n<td>\u00a7 200.205(b) (instr. 55): agency heads \"must designate one or more senior appointees to conduct a pre-issuance review of all discretionary awards\" to ensure proposals are \"consistent with applicable law, Federal agency priorities, and the national interest,\" applying principles including that awards \"demonstrably advance the President's policy priorities.\" \u00a7 200.205(c): senior appointees \"must not ministerially ratify or routinely defer to the recommendations of others.\" \u00a7 200.205(d): peer-review recommendations \"remain advisory and are not\u2026treated as de facto binding.\" Preamble (\u00a7 200.205 strengthens merit review and establishes pre-issuance review consistent with EO 14332).</td>\n<td>Guide 8 \u00a7A: Program Director recommendation \"is approved by the NSF leadership official\" before the Grants Officer. Guide 8 \u00a7F: recommendations \"are reviewed by NSF leadership and then evaluated by NSF Grants Officers for financial, policy, and risk considerations.\" No reference to senior appointees, the President's policy priorities, the \u00a7 200.205(b)(2) prohibitions, or the \"peer-review advisory/not binding\" clause. Summary of Changes, Guide 8: \"No significant changes.\"</td>\n<td>OMB's government-wide pre-issuance review and the political-priorities principles are absent from the GFA except vaguely referenced as \"priorities\". However, it would apply to NSF directly under 2 CFR 200 once it is finalized.</td>\n</tr>\n<tr>\n<td>3</td>\n<td>Gold Standard Science (EO 14303) as an award principle</td>\n<td>\u00a7 200.205(b)(5)-(7) (instr. 55): applicants \"should commit to complying with administration policies\u2026respecting Gold Standard Science\"; awards should include \"a commitment to achieving Gold Standard Science\"; for science grants, agencies \"should prioritize institutions that have demonstrated success in implementing Gold Standard Science.\" EO 14303 listed in authority citation.</td>\n<td>Guide 13 \u00a7D \"Gold Standard Science\" (p.140): defines the term and states NSF \"expects the highest standards of scientific rigor, integrity and adherence to tenets of Gold Standard Science.\" Guide 5: DMSP requirements \"align with NSF's Gold Standard Science Implementation Plan.\" Summary of Changes, Guide 5 and Guide 13.</td>\n<td>GFA treats Gold Standard Science as a scientific-rigor and integrity expectation and a data-management driver, not as a senior-appointee award-selection principle.</td>\n</tr>\n<tr>\n<td>4</td>\n<td>Substantive funding prohibitions (DEI, gender ideology, child transition, disparate impact, viewpoint discrimination)</td>\n<td>\u00a7 200.205(b)(2) (instr. 55): awards must not fund racial preferences, \"denial\u2026of the sex binary,\" illegal immigration, or \"anti-American values.\" \u00a7 200.300(b) (instr. 66): prohibits funding DEI/DEIA practices that violate anti-discrimination law, \"gender ideology as defined in Executive Order 14168,\" and child \"transition.\" \u00a7 200.218 (instr. 63): eliminate disparate-impact liability. \u00a7 200.219 (instr. 64): prohibit discriminatory event services.</td>\n<td>Guide 19 (\"Discrimination, Sexual Harassment, and Assault,\" p.173): general nondiscrimination based on \"race, color, national origin, disability, sex, or age.\" Summary of Changes, Guide 19: \"Removes references and requirements to revoked executive orders, including certain non-discrimination, limited English proficiency, and environmental justice requirements,\" and removes ED Section 504 / Title IX coordinator / age-evaluation requirements.</td>\n<td>GFA removes revoked-EO DEI/LEP/EJ content but does not reproduce the OMB DEI, gender-ideology, transition, disparate-impact, or event-services prohibitions. Of course,those would apply to NSF directly under 2 CFR 200 once finalized.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-2-award-type-structure-and-foreigndomestic-scope\">Theme 2: Award type, structure, and foreign/domestic scope</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>5</td>\n<td>Elimination of fixed amount awards and subawards</td>\n<td>\u00a7 200.201(b) (instr. 52): fixed amount awards \"not permitted unless otherwise authorized by Federal statute\"; \u00a7 200.333 (instr. 82): fixed amount subawards \"also are not permitted\"; \u00a7 200.1 (instr. 43.b) removes the definition; \u00a7\u00a7 200.101, 200.102 remove references.</td>\n<td>Summary of Changes, Guide 1: \"Removes references to fixed-price awards.\" No fixed-price or fixed-amount award language remains in the GFA body (verified absence).</td>\n<td>These changes appear to be fully aligned between the two proposals.</td>\n</tr>\n<tr>\n<td>6</td>\n<td>Domestic-first framework for research and development awards</td>\n<td>\u00a7 200.202(e) (instr. 53): R&amp;D awards must go to U.S./State/Tribal entities; foreign entities only where authorized or with a compelling interest \"determined by the agency's senior appointee\"; \"domestic-first framework\"; international elements only if \"in the national interest.\"</td>\n<td>Guide 2 \u00a7C: foreign-organization funding must be \"necessary and beneficial to U.S. research and education and in the national interest of the United States,\" with factors mirroring \u00a7 200.202(e)(3).</td>\n<td>This is fully implemented in the GFA, however, the NSF does not reference the \"senior appointee\" determination.</td>\n</tr>\n<tr>\n<td>7</td>\n<td>Prohibition on covered foreign collaborations</td>\n<td>\u00a7 200.220 (instr. 65): Federal funds may not support collaborations with a \"covered foreign country or covered foreign entity,\" subject to exceptions.</td>\n<td>Guide 14 (\"Research Security\"): foreign disclosure, Malign Foreign Talent Recruitment Program restrictions, foreign-countries-of-concern provisions, foreign financial disclosure. Summary of Changes, Guide 14.</td>\n<td>NSF addresses foreign-collaboration risk through its research security regime; it does not reproduce \u00a7 200.220 verbatim.</td>\n</tr>\n<tr>\n<td>8</td>\n<td>English-language-only announcements and applications</td>\n<td>\u00a7 200.111 (instr. 49): all announcements, applications, and award information \"must be in the English language.\"</td>\n<td>Summary of Changes, Guide 19: removes limited-English-proficiency requirements.</td>\n<td>These are full aligned in the two proposals.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-3-integrity-and-disclosure\">Theme 3: Integrity and disclosure</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>9</td>\n<td>Conflict of interest: disclose agency employment within preceding two years</td>\n<td>\u00a7 200.112 (instr. 50): disclose whether personnel who worked on the application or will work on the award \"were employed by the awarding Federal agency during the preceding two years prior to application submission\u2026for informational purposes.\"</td>\n<td>Guide 14 \"Former NSF Staff\": near-verbatim text, substituting \"NSF\" for \"the awarding Federal agency.\" Summary of Changes, Guide 3.</td>\n<td>This change is consistent between the two policies.</td>\n</tr>\n<tr>\n<td>10</td>\n<td>Mandatory disclosures of criminal/False Claims violations; OIG transmittal</td>\n<td>\u00a7 200.113 (instr. 51): prompt written disclosure of credible evidence of fraud, conflict of interest, bribery, gratuity, or False Claims violations; OIG disclosures \"transmitted to the United States Attorney's Office for the District of Columbia within ten days.\"</td>\n<td>GFA addresses misconduct/disclosure in Guides 13 and 25; research misconduct under 45 CFR 689.</td>\n<td>GFA does not reproduce the \u00a7 200.113 USAO-DC transmittal mechanic.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-4-cost-principles-and-allowability\">Theme 4: Cost principles and allowability</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>11</td>\n<td>Publication costs unallowable</td>\n<td>\u00a7 200.461 (instr. 107): publication costs \"(including page charges, article processing charges (APCs), or similar fees\u2026) are unallowable\" except where required by statute or approved in advance; printing costs allowable; closeout exception at (c)(2).</td>\n<td>Summary of Changes, Guide 12: \"Disallows publication costs consistent with proposed revisions to 2 CFR 200.\" Closeout treatment in Guide 11. But Guide 4 \u00a7B6.3 \"Documentation and Printing (Line G2)\" still permits \"Reports, reprints, page charges and illustrations.\"</td>\n<td>Inconsistent. Stated change and closeout treatment align with \u00a7 200.461, but Guide 4 still lists page charges as allowable.</td>\n</tr>\n<tr>\n<td>12</td>\n<td>De minimis indirect cost rate (15%)</td>\n<td>No change. Preamble Section IX: \"OMB is not proposing updates to the indirect cost rate negotiation system.\" \u00a7 200.414 not amended. 15% is the current rate.</td>\n<td>Guide 4 \u00a7B \"De Minimis Rate\": \"up to 15%\" of MTDC. Summary of Changes, Guide 12: \"consistent with 2 CFR 200\" (no \"proposed\").</td>\n<td>Current-rule. Not traceable to this rule.</td>\n</tr>\n<tr>\n<td>13</td>\n<td>Preference for lower indirect cost rates in award selection</td>\n<td>\u00a7 200.205(b)(3) (instr. 55): \"preference for discretionary awards should be given to institutions with lower indirect cost rates.\"</td>\n<td>Guide 4 indirect-cost guidance describes negotiated and de minimis rates; no award-selection preference for lower rates.</td>\n<td>The GFA refers back to NSF's existing indirect cost-principles throughout the document.</td>\n</tr>\n<tr>\n<td>14</td>\n<td>Prior written approval framework</td>\n<td>\u00a7 200.407 (instr. 96): removes paragraph (d); adds (l) for \u00a7 200.454 memberships and subscriptions; general limitation that agencies \"must not impose additional prior approval requirements without OMB approval.\"</td>\n<td>Guide 11 \u00a7C \"Changes to Projects that Require Prior Approval From NSF\"; \"NSF Prior Approval Matrix.\" Summary of Changes, Guide 12.</td>\n<td>There is no one-to-one match to the narrow \u00a7 200.407 change.</td>\n</tr>\n<tr>\n<td>15</td>\n<td>Other cost-principle revisions (advertising/PR, conferences, memberships, selling/marketing, travel)</td>\n<td>\u00a7\u00a7 200.421, 200.432, 200.454, 200.467, 200.475 (instr. 97, 100, 105, 108, 110).</td>\n<td>Guide 4 references several of these by section (for example, 2 CFR 200.432 for meals, 200.465 home office, 200.445 working-from-home, 200.475 airfare).</td>\n<td>The GFA partially incorporates this by reference. GFA incorporates 2 CFR 200 cost principles generally rather than restating each revision.</td>\n</tr>\n</tbody>\n</table>\n<h2 id=\"theme-5-property-termination-and-structure\">Theme 5: Property, termination, and structure</h2>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>Policy change</th>\n<th>OMB 2 CFR 200 location and text</th>\n<th>NSF GFA location and text</th>\n<th>Notes</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>16</td>\n<td>Equipment management by States and Tribes</td>\n<td>\u00a7 200.313(b) (instr. 72): States and Indian Tribes manage and dispose of equipment under their own laws; other recipients follow (c) through (e).</td>\n<td>Guide 15 \u00a72 \"Title and Use of Equipment\" (p.146): title \"normally vests in the recipient upon acquisition unless the award specifies otherwise\"; references 2 CFR 200.312-200.313. Summary of Changes, Guide 15: align with \"current 2 CFR 200.313.\"</td>\n<td>The single proposed change to \u00a7 200.313(b) is not specifically restated.</td>\n</tr>\n<tr>\n<td>17</td>\n<td>Termination and suspension at agency discretion</td>\n<td>\u00a7 200.340 (instr. 87): new (a)(2) discretionary termination where an award \"does not effectuate program goals, Federal agency priorities, or the national interest\"; exceptions for entitlement/formula/specified programs; \u00a7 200.101(d) makes \u00a7 200.340 govern non-statutory conflicts; \u00a7 200.339 revised (instr. 86).</td>\n<td>Guide 25 \u00a7A (p.197): \"changes in priorities\" listed as a termination reason; \"Termination\" defined by reference to \u00a7 200.201; suspension/termination \"pursuant to a) 2 CFR 200.339 and 2 CFR 200.340.\" Summary of Changes, Guide 25.</td>\n<td>The proposed policies are fully aligned here; this is the mechanism used by DOGE to justify their arbitrary canceling of government contracts in 2025 and now it'll be codified in reg if the rule is finalized.</td>\n</tr>\n<tr>\n<td>18</td>\n<td>Regulatory status, effective date, and conflict precedence</td>\n<td>\u00a7\u00a7 200.101(d), 200.102, 200.106, 200.110 (instr. 44-48): clarify that part 200 governs in non-statutory conflicts (subpart F and \u00a7 200.340), agency adherence to other subtitle A parts, and effective-date structure.</td>\n<td>Guide 1: \"2 CFR 200 takes precedence over any requirements in the GFA,\" citing 2 CFR 200.102.</td>\n<td>Aligned in principle per the GFA statement.</td>\n</tr>\n<tr>\n<td>19</td>\n<td>Definitions revised (\u00a7 200.1)</td>\n<td>\u00a7 200.1 (instr. 43): revises \"Federal award date,\" \"improper payment,\" \"PII,\" \"unobligated balance,\" \"compliance supplement,\" \"notice of funding opportunity\"; removes \"Fixed amount award\" and \"Protected PII.\" Does not change \"Indian Tribe.\"</td>\n<td>GFA defines terms by reference to 2 CFR 200.1 throughout (for example, \"Federal Agency,\" \"Local Government,\" \"Indian Tribe\"). Summary of Changes, Guide 2: replaces \"Tribal Nations\" with \"Indian Tribes,\" align with \"current 2 CFR 200.\"</td>\n<td>It's unclear whether any tribal consultation was done before the change from \"Tribal Nations\" to \"Indian Tribes\" were proposed.</td>\n</tr>\n<tr>\n<td>20</td>\n<td>Prohibition of certain telecommunications/surveillance equipment</td>\n<td>\u00a7 200.216 (instr. 62): retains prohibition on covered telecommunications and video surveillance equipment/services.</td>\n<td>Guide 4 covers the American Security Drone Act of 2023 (covered drones), a separate authority.</td>\n<td>Other authority. \u00a7 200.216 is not specifically mentioned in the GFA but GFA's drone provision rests on statute, not \u00a7 200.216.</td>\n</tr>\n</tbody>\n</table>","doi":"https://doi.org/10.59350/jgh5j-ch105","guid":"https://www.chrismarcum.com/marcum-blog/2026/06/30/A%20Crosswalk%20Between%20OMB%20and%20NSF%20Proposed%20Rules%20on%20Grantmaking","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"aajd5-7q411","summary":"The Office of Management and Budget (OMB) has proposed revisions to its Uniform Guidance under 2 CFR 200, which sets government-wide standards for federal financial assistance.","tags":["General","Government"],"title":"A Crosswalk Between OMB and NSF Proposed Rules on Grantmaking","updated_at":1782822454,"url":"https://www.chrismarcum.com/marcum-blog/2026/06/30/A-Crosswalk-Between-OMB-and-NSF-Proposed-Rules-on-Grantmaking.html","version":"v1"},{"authors":[{"affiliation":[{"id":"https://ror.org/0153tk833","name":"University of Virginia"}],"contributor_roles":[],"family":"Turner","given":"Stephen D.","url":"https://orcid.org/0000-0001-9140-9028"}],"blog":{"authors":[{"name":"Stephen Turner"}],"community_id":"382941a7-2ffa-41df-8bbb-5f772188517f","created":1780876800,"current_feed_url":null,"description":"A practicing data scientist's take on AI, genomics, biosecurity, and the ways AI is reshaping how science gets done. Weekly updates from the field. Occasional notes on programming.","favicon":"https://rogue-scholar.org/api/communities/382941a7-2ffa-41df-8bbb-5f772188517f/logo","feed_format":"application/rss+xml","feed_url":"https://blog.stephenturner.us/feed","filter":null,"generator":"Substack","home_page_url":"https://blog.stephenturner.us","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"stephenturner","status":"active","subfield":"1311","title":"Paired Ends","updated":1782853644,"use_api":null},"blog_name":"Paired Ends","blog_slug":"stephenturner","content_html":"<p>I've used <a href=\"https://www.qedscience.com/\">QED Science</a> and the <a href=\"https://natureresearchassistant.com/\">Nature Research Assistant</a> to review manuscripts I'm writing before I submit. They're fine. </p><p>There's an argument to be made for openly developing SKILL.md files or prompts for AI-assisted peer review, so others can take, use, and modify to fit their needs. I'm sure all QED/Nature/whatever are doing is wrapping a frontier model with a detailed SKILL.md and/or a lightweight harness, with connectors to PubMed, bioRxiv, etc. </p><p>A few weeks ago I wrote a Claude skill to do just that. It leans on <a href=\"https://consensus.app/\">Consensus</a>, and the <a href=\"https://consensus.app/home/mcp/\">Consensus Claude MCP connector</a>, so that all the resources it cites during a mock peer review come from actual published and peer-reviewed literature.</p><p>Here's the skill: <strong><a href=\"https://github.com/stephenturner/skill-peer-review-assistant\">github.com/stephenturner/skill-peer-review-assistant</a></strong>.</p><p>The peer review assistant takes a file manuscript and produces a structured peer review report grounded in live literature searches through Consensus. It runs several targeted queries: checking whether the paper's central claims hold up against the broader literature, finding recent high-impact papers absent from the reference list, and assessing whether the methods the authors used have been superseded. The output is a Word document with named sections covering background accuracy, missing citations, methods assessment, major and minor concerns, a clear recommendation, and a full audit log of every search query and result count. It only cites what Consensus actually returned in that session, flags any searches that failed or hit plan-tier caps, and distinguishes between concerns that threaten the paper's conclusions and those that don't.</p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://github.com/stephenturner/skill-peer-review-assistant&quot;,&quot;text&quot;:&quot;Claude Skill: Mock Peer Review&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://github.com/stephenturner/skill-peer-review-assistant\"><span>Claude Skill: Mock Peer Review</span></a></p><p>In the workshop I taught a couple of weeks ago I demonstrated using this skill on an actual manuscript I had in prep. It's toward the end of the <a href=\"https://blog.stephenturner.us/p/ai-literature-review-consensus-workshop-recording\">video here</a>.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;36deb213-4658-4711-aa8c-bd38b6914b23&quot;,&quot;caption&quot;:&quot;Last week I taught a workshop on AI-powered Literature Review &amp; Synthesis as part of the AI Upskilling series run by Ryan Wright, sponsored by the Provost's Office. Two workshops, in fact: over 135 people registered so we split the workshop into an in-person session one day and Zoom the next. Here's the recording of the Zoom session.&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;AI-powered Literature Review &amp; Synthesis&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-06-23T18:23:48.806Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a6c2c1c0-7578-4056-9996-e18e1d53f33a_5712x4284.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/ai-literature-review-consensus-workshop-recording&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:203285373,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:8,&quot;comment_count&quot;:6,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:false,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>For demonstration purposes here, I ran the skill on a paper that I already published.</p><div class=\"callout-block\" data-callout=\"true\"><p>Nagraj VP, Benefield AE, Williams D, &amp; Turner SD. (2024). <strong>PLANES: Plausibility Analysis of Epidemiological Signals.</strong> <em>PLoS ONE</em> 20.3 (2025): e0320442. DOI: <a href=\"http://10.1371/journal.pone.0320442\">10.1371/journal.pone.0320442</a>.</p></div><p>I wrote about the paper here.</p><div class=\"digest-post-embed\" data-attrs=\"{&quot;nodeId&quot;:&quot;46b75932-0cdf-4ab9-928c-7ae84ea0e161&quot;,&quot;caption&quot;:&quot;Update March 2025: The preprint described in this paper is now peer-reviewed and published in PLoS ONE.&quot;,&quot;cta&quot;:null,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;PLANES: Plausibility Analysis of Epidemiological Signals&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:1536121,&quot;name&quot;:&quot;Stephen D. Turner&quot;,&quot;bio&quot;:&quot;https://stephenturner.us/&quot;,&quot;photo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!WGQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1706730-c948-4acf-9c45-b14b4e3da1b9_651x651.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2024-09-03T11:56:00.519Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_nlo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58b2a85f-6645-49e8-ad87-2446bf82eaf3_1280x962.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://blog.stephenturner.us/p/planes-plausibility-analysis-of-epidemiological-signals-rplanes-r-package&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:148220621,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:0,&quot;comment_count&quot;:0,&quot;publication_id&quot;:161890,&quot;publication_name&quot;:&quot;Paired Ends&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!hfDI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F894081de-334e-4173-8a0c-e64762c2c838_1030x1030.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}\"></div><p>Here's the peer review I got back.</p><div class=\"file-embed-wrapper\" data-component-name=\"FileToDOM\"><div class=\"file-embed-container-reader\"><div class=\"file-embed-container-top\"><image class=\"file-embed-thumbnail-default\" src=\"https://substackcdn.com/image/fetch/$s_!0Cy0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Fattachment_icon.svg\"></image><div class=\"file-embed-details\"><div class=\"file-embed-details-h1\">PLANES peer review</div><div class=\"file-embed-details-h2\">60.7KB \u2219 PDF file</div></div><a class=\"file-embed-button wide\" href=\"https://blog.stephenturner.us/api/v1/file/0b62e2bc-9be4-4979-a4d5-9ba6a9ecc295.pdf\"><span class=\"file-embed-button-text\">Download</span></a></div><div class=\"file-embed-description\">This review was prepared with assistance from Consensus (consensus.app), which was used to search peer-reviewed literature for claim verification, citation completeness, and methods assessment. All search results are documented in the Audit Log.</div><a class=\"file-embed-button narrow\" href=\"https://blog.stephenturner.us/api/v1/file/0b62e2bc-9be4-4979-a4d5-9ba6a9ecc295.pdf\"><span class=\"file-embed-button-text\">Download</span></a></div></div><p>The <a href=\"https://github.com/stephenturner/skill-peer-review-assistant\">Claude skill</a> I wrote leaves a lot to be desired. I like how Nature Review Assistant goes through the entire manuscript and calls out problems and unsubstantiated claims as inline comments in a Word docx. But that's the point \u2014 if we develop these skills and harnesses as a community in the open, we can all work to make these better and customize them to particular fields or journals. </p><p>In addition to the benefits of open-source / community development, I also have the benefit of consolidated control over my data. If you're paying for Claude or you're on an enterprise plan, they're not training on your inputs or outputs.<a class=\"footnote-anchor\" data-component-name=\"FootnoteAnchorToDOM\" id=\"footnote-anchor-1\" href=\"#footnote-1\" target=\"_self\">1</a> Keeping the ecosystem contained means I have fewer third party companies' TOS I need to keep track of. </p><p class=\"button-wrapper\" data-attrs=\"{&quot;url&quot;:&quot;https://blog.stephenturner.us/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}\" data-component-name=\"ButtonCreateButton\"><a class=\"button primary\" href=\"https://blog.stephenturner.us/subscribe?\"><span>Subscribe now</span></a></p><div class=\"footnote\" data-component-name=\"FootnoteToDOM\"><a id=\"footnote-1\" href=\"#footnote-anchor-1\" class=\"footnote-number\" contenteditable=\"false\" target=\"_self\">1</a><div class=\"footnote-content\"><p>Personally, I'm not too concerned here anyway. The whole point of writing a manuscript is to eventually publish said manuscript. </p></div></div>","doi":"https://doi.org/10.59350/b35aa-bp637","guid":"204249018","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"06spz-x3g69","summary":"Open-source skill to use Claude + Consensus for pre-submission mock peer review backed by citations to published, peer-reviewed literature.","tags":["AI"],"title":"A Claude skill for pre-submission peer review","updated_at":1782815912,"url":"https://blog.stephenturner.us/p/claude-skill-peer-review-consensus","version":"v1"},{"authors":[{"contributor_roles":[],"name":"Atarraya"}],"blog":{"authors":null,"community_id":"f17066f5-0dbf-48d0-a413-b22a79861a94","created":1723852800,"current_feed_url":null,"description":"Nuestras historias","favicon":"https://rogue-scholar.org/api/communities/f17066f5-0dbf-48d0-a413-b22a79861a94/logo","feed_format":"application/atom+xml","feed_url":"https://blogatarraya.com/feed/atom/","filter":null,"generator":"Other","home_page_url":"https://blogatarraya.com","issn":null,"language":"spa","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"atarraya","status":"active","subfield":"1202","title":"BLOG ATARRAYA","updated":1782814408,"use_api":true},"blog_name":"BLOG ATARRAYA","blog_slug":"atarraya","content_html":"<div></div>","doi":"https://doi.org/10.59350/d5dfv-npf07","guid":"https://blogatarraya.com/?p=6945","language":"es","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782086400,"rid":"qz2jb-c2f60","tags":["Historia De La Iglesia","Historia De La Prensa","Historia Pol\u00edtica","N\u00famero 30"],"title":"Entre la fe y la rebeld\u00eda: los sacerdotes que desafiaron a la Iglesia en Zacatecas a mediados del siglo XIX","updated_at":1782815717,"url":"https://blogatarraya.com/2026/06/22/entre-la-fe-y-la-rebeldia-los-sacerdotes-que-desafiaron-a-la-iglesia-en-zacatecas-a-mediados-del-siglo-xix/","version":"v1"},{"authors":[{"contributor_roles":[],"name":"Atarraya"}],"blog":{"authors":null,"community_id":"f17066f5-0dbf-48d0-a413-b22a79861a94","created":1723852800,"current_feed_url":null,"description":"Nuestras historias","favicon":"https://rogue-scholar.org/api/communities/f17066f5-0dbf-48d0-a413-b22a79861a94/logo","feed_format":"application/atom+xml","feed_url":"https://blogatarraya.com/feed/atom/","filter":null,"generator":"Other","home_page_url":"https://blogatarraya.com","issn":null,"language":"spa","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"atarraya","status":"active","subfield":"1202","title":"BLOG ATARRAYA","updated":1782814408,"use_api":true},"blog_name":"BLOG ATARRAYA","blog_slug":"atarraya","content_html":"<div></div>","doi":"https://doi.org/10.59350/7z9sq-grh46","guid":"https://blogatarraya.com/?p=6950","language":"es","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782691200,"rid":"hddc5-jx206","tags":["Historia De Las Mujeres","Historia Social","N\u00famero 30"],"title":"Las madres italianas ante la Primera Guerra Mundial en Buenos Aires (1914-1918)","updated_at":1782815716,"url":"https://blogatarraya.com/2026/06/29/las-madres-italianas-ante-la-primera-guerra-mundial-en-buenos-aires-1914-1918/","version":"v1"},{"authors":[{"contributor_roles":[],"name":"The rOpenSci Team"}],"blog":{"authors":[{"name":"The rOpenSci Team"}],"community_id":"19c501a7-647b-4a11-9f5e-cf400817cce3","created":1780876800,"current_feed_url":null,"description":"Open Tools and R Packages for Open Science","favicon":"https://rogue-scholar.org/api/communities/19c501a7-647b-4a11-9f5e-cf400817cce3/logo","feed_format":"application/feed+json","feed_url":"https://ropensci.org/blog/index.json","filter":null,"generator":"Other","home_page_url":"https://ropensci.org/blog","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"ropensci","status":"active","subfield":"1710","title":"rOpenSci - open tools for open science","updated":1782805081,"use_api":null},"blog_name":"rOpenSci - open tools for open science","blog_slug":"ropensci","content_html":"<!-- Before sending DELETE THE INDEX_CACHE and re-knit! --><p>Dear rOpenSci friends, it's time for our monthly news roundup! <!-- blabla --> You can read this post <a href=\"https://ropensci.org/blog/2026/06/30/news-june-2026\">on our blog</a>. Now let's dive into the activity at and around rOpenSci!</p><h2 id=\"ropensci-hq\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#ropensci-hq\"> <small>\ud83d\udd17</small></a>rOpenSci HQ</h2><h3 id=\"champions-program-update\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#champions-program-update\"> <small>\ud83d\udd17</small></a>Champions Program update</h3><p>We have two concurrent cohorts, both in Spanish.</p><p>The 2025\u20132026 cohort is nearing the end of its participation in the program, so we are organizing the closing meeting and the overall evaluation.</p><p>The 2026\u20132027 cohort is continuing their training activities, meeting with their mentors, and starting to work on their packages, and they have been formally introduced on our blog! Read all about the <a href=\"https://ropensci.org/blog/2026/06/09/champions-2026/\">11 new Champions</a>.</p><h3 id=\"new-editors-ronny-hernandez-mora-joel-nitta-and-nick-tierney\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#new-editors-ronny-hernandez-mora-joel-nitta-and-nick-tierney\"> <small>\ud83d\udd17</small></a>New editors Ronny Hernandez Mora, Joel Nitta, and Nick Tierney</h3><p>We're thrilled to <a href=\"https://ropensci.org/blog/2026/06/11/neweditorsq22026/\">introduce</a> new editors Ronny Hernandez Mora, Joel Nitta, and Nick Tierney. An official welcome and thank you to all three!</p><h3 id=\"a-new-guide-organizing-events-for-first-time-contributors\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#a-new-guide-organizing-events-for-first-time-contributors\"> <small>\ud83d\udd17</small></a>A new guide: Organizing Events for First-time Contributors</h3><p>Steffi LaZerte and Yanina Bellini Saibene released a fantastic new rOpenSci guide! Learn how to organize events for first-time contributors such as mini-hackathons and mini-translathons. Read more in the <a href=\"https://ropensci.org/blog/2026/06/02/ftc-guide/\">release announcement</a>.</p><h3 id=\"r-universe-updates\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#r-universe-updates\"> <small>\ud83d\udd17</small></a>R-Universe updates</h3><p>\"Five recent R-Universe features you might have missed\": A clickbait title for a blog post you don't want to miss! \ud83d\ude09 Jeroen Ooms <a href=\"https://ropensci.org/blog/2026/06/07/r-universe-updates/\">describes five recent additions</a> to the R-Universe platform:</p><ul><li>Social media cards that actually look good</li><li>PACKAGES.rds support (or: implementing R internals in JavaScript)</li><li>Fancy sort/filter bars in the WebUI</li><li>For the impatient: trigger a sync manually</li><li>Making check results easier to find and share</li></ul><p>In other news, R-universe user Tom Palmer also wrote about five things: <a href=\"https://remlapmot.github.io/post/2026/runiverse-tips/\">\"Five tips for managing your R-universe \ud83d\ude80\"</a>. You won't believe the fifth one. \ud83d\ude09</p><h3 id=\"yanina-joins-the-2026-sovereign-tech-fellowship\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#yanina-joins-the-2026-sovereign-tech-fellowship\"> <small>\ud83d\udd17</small></a>Yanina Joins the 2026 Sovereign Tech Fellowship</h3><p>We're excited to share that our Community Manager, Yanina Bellini Saibene, <a href=\"https://www.sovereign.tech/news/meet-the-2026-sovereign-tech-fellows\">has been selected as a 2026 Sovereign Tech Fellow</a>. During the fellowship, she will focus on making open source more accessible through improved contribution guidance, newcomer-focused mini-hackathons, multilingual training resources, and more sustainable localization practices across communities in the R ecosystem. These efforts will build on and extend rOpenSci's work in community building, mentorship, and open science.</p><h3 id=\"quincea\u00f1era-celebrating-15-years-together\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#quincea%c3%b1era-celebrating-15-years-together\"> <small>\ud83d\udd17</small></a><em>Quincea\u00f1era</em>: celebrating 15 years together</h3><p>In June, we held two community events and a co-working session to mark rOpenSci's 15th anniversary. Across all three sessions, people shared memories of their first contribution, discussed ideas for the next 15 years, and reminded us of how genuinely welcoming rOpenSci <em>and</em> it's community are. There's more to come :-) Keep an eye out for what we have planned for the rest of the year.</p><h3 id=\"software-peer-review-updates\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-peer-review-updates\"> <small>\ud83d\udd17</small></a>Software Peer-Review updates</h3><p>Community member <a href=\"https://ropensci.org/author/athanasia-mo-mowinckel/\">Athanasia Mo Mowinckel</a> has started a new AI agent \"skills\" repo at <a href=\"https://github.com/ropensci-review-tools/ropensci-skills\"><code>ropensci-review-tools/ropensci-skills</code></a>. The repo holds a variety of \"skills\", which are human-readable markdown files, for AI agents to assist in preparing software for peer-review. Anybody thinking about using AI systems to prepare software for peer-review is encouraged to try out these experimental skills, and to help us improve them for others by opening issues or pull requests in <a href=\"https://github.com/ropensci-review-tools/ropensci-skills\">the GitHub repo</a>.</p><p>Our recent updates to the <a href=\"https://ropensci.org/blog/2026/06/01/goodpractice/\">goodpractice package</a> have also been enhanced with an all-new AI \"skill\". <a href=\"https://github.com/ropensci-review-tools/goodpractice/blob/main/inst/skills/goodpractice4agents.md\">This skill</a> instructs agents to edit and improve your package's code to comply with the full suite of goodpractice checks. You can try it out with the package's new <a href=\"https://docs.ropensci.org/goodpractice/reference/use_skill_gp.html\"><code>use_skill_gp()</code> function</a>.</p><h3 id=\"coworking\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#coworking\"> <small>\ud83d\udd17</small></a>Coworking</h3><p>Read <a href=\"https://ropensci.org/blog/2023/06/21/coworking/\">all about coworking</a>!</p><ul><li>Tuesday July 7nd 2026, 09:00 Americas Pacific (16:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-07/\">\"Debugging in R\"</a>, with <a href=\"https://ropensci.org/author/yanina-bellini-saibene/\">Yanina Bellini Saibene</a> and cohost <a href=\"https://ropensci.org/author/shannon-pileggi\">Shannon Pileggi</a>.<ul><li>Read up on debugging in R.</li><li>Meet community host, Shannon Pileggi, and discuss tips and tricks for debugging in R.</li></ul></li><li>Tuesday August 4th, 09:00 Australia Western (01:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-08/\">\"Vale and Text Linting\"</a>, with <a href=\"https://ropensci.org/author/steffi-lazerte\">Steffi LaZerte</a> and cohost <a href=\"https://ropensci.org/author/jonathan-carroll/\">Jonathan Carroll</a>.<ul><li>Read up on text linting.</li><li>Setup a linting framework for your projects.</li><li>Meet co-host, Jonathan Carroll, and discuss Vale and text linting.</li></ul></li><li>Tuesday September 1st, 14:00 Europe Central (12:00 UTC) <a href=\"https://ropensci.org/events/coworking-2026-09/\">\"Getting to Know SORTEE\"</a>, with <a href=\"https://ropensci.org/author/steffi-lazerte\">Steffi LaZerte</a> and cohost <a href=\"https://ropensci.org/author/ed-ivimey-cook/\">Ed Ivimey-Cook</a>.<ul><li>Visit <a href=\"https://sortee.org/\">SORTEE</a> (Society for Open, Reliable, and Transparent Ecology and Evolutionary Biology).</li><li>Meet co-host, Ed Ivimey-Cook, and learn more about SORTEE and how you might get involved.</li></ul></li></ul><p>And remember, you can always cowork independently on work related to R, work on packages that tend to be neglected, or work on what ever you need to get done!</p><h2 id=\"software-package\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-package\"> <small>\ud83d\udd17</small></a>Software \ud83d\udce6</h2><p>The following two packages recently became a part of our software suite:</p><ul><li><p><a href=\"https://docs.ropensci.org/pvEBayes\">pvEBayes</a>, developed by Yihao Tan together with Marianthi Markatou, Saptarshi Chakraborty, and Raktim Mukhopadhyay: A suite of empirical Bayes methods to use in pharmacovigilance. Contains various model fitting and post-processing functions. For more details see Tan et al.\u00a0(2025) <a href=\"https://doi.org/10.1002/sim.70195\">https://doi.org/10.1002/sim.70195</a>, <a href=\"https://doi.org/10.48550/arXiv.2512.01057\">https://doi.org/10.48550/arXiv.2512.01057</a>; Koenker and Mizera (2014) <a href=\"https://doi.org/10.1080/01621459.2013.869224\">https://doi.org/10.1080/01621459.2013.869224</a>; Efron (2016) <a href=\"https://doi.org/10.1093/biomet/asv068\">https://doi.org/10.1093/biomet/asv068</a>. It has been <a href=\"https://github.com/ropensci/software-review/issues/760\">reviewed</a> by Kathryn Doering and Collin Cademartori.</p></li><li><p><a href=\"https://docs.ropensci.org/nycOpenData\">nycOpenData</a>, developed by Christian Martinez: Provides a unified set of helper functions to access datasets from the NYC Open Data platform <a href=\"https://opendata.cityofnewyork.us/\">https://opendata.cityofnewyork.us/</a>. Functions return results as tidy tibbles and support optional filtering, sorting, and row limits via the Socrata API. The package includes endpoints for 311 service requests, DOB job applications, juvenile justice metrics, school safety, environmental data, event permitting, and additional citywide datasets. It has been <a href=\"https://github.com/ropensci/software-review/issues/750\">reviewed</a> by Haolin Dong and Michael Pascale.</p></li></ul><p>Discover <a href=\"https://ropensci.org/packages\">more packages</a>, read more about <a href=\"https://ropensci.org/software-review\">Software Peer Review</a>.</p><h3 id=\"new-versions\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#new-versions\"> <small>\ud83d\udd17</small></a>New versions</h3><p>The following seventeen packages have had an update since the last newsletter: <a href=\"https://docs.ropensci.org/weathercan\" title=\"Download Weather Data from Environment and Climate Change Canada\">weathercan</a> (<a href=\"https://github.com/ropensci/weathercan/releases/tag/v1.0.0\"><code>v1.0.0</code></a>), <a href=\"https://docs.ropensci.org/occCite\" title=\"Querying and Managing Large Biodiversity Occurrence Datasets\">occCite</a> (<a href=\"https://github.com/ropensci/occCite/releases/tag/v0.6.2\"><code>v0.6.2</code></a>), <a href=\"https://docs.ropensci.org/lightr\" title=\"Read Spectrometric Data and Metadata\">lightr</a> (<a href=\"https://github.com/ropensci/lightr/releases/tag/v2.0.0\"><code>v2.0.0</code></a>), <a href=\"https://docs.ropensci.org/gutenbergr\" title=\"Download and Process Public Domain Works from Project Gutenberg\">gutenbergr</a> (<a href=\"https://github.com/ropensci/gutenbergr/releases/tag/v0.5.2\"><code>v0.5.2</code></a>), <a href=\"https://docs.ropensci.org/slopes\" title=\"Calculate Slopes of Roads, Rivers and Trajectories\">slopes</a> (<a href=\"https://github.com/ropensci/slopes/releases/tag/v2.0.0\"><code>v2.0.0</code></a>), <a href=\"https://docs.ropensci.org/qualtRics\" title=\"Download Qualtrics Survey Data\">qualtRics</a> (<a href=\"https://github.com/ropensci/qualtRics/releases/tag/v3.3.0\"><code>v3.3.0</code></a>), <a href=\"https://docs.ropensci.org/srr\" title=\"rOpenSci Software Review Roclets\">srr</a> (<a href=\"https://github.com/ropensci-review-tools/srr/releases/tag/v1.0.0\"><code>v1.0.0</code></a>), <a href=\"https://docs.ropensci.org/goodpractice\" title=\"Advice on R Package Building\">goodpractice</a> (<a href=\"https://github.com/ropensci-review-tools/goodpractice/releases/tag/v1.1\"><code>v1.1</code></a>), <a href=\"https://docs.ropensci.org/pkgmatch\" title=\"Find R Packages Matching Either Descriptions or Other R Packages\">pkgmatch</a> (<a href=\"https://github.com/ropensci-review-tools/pkgmatch/releases/tag/v0.5.4\"><code>v0.5.4</code></a>), <a href=\"https://docs.ropensci.org/pkgstats\" title=\"Metrics of R Packages\">pkgstats</a> (<a href=\"https://github.com/ropensci-review-tools/pkgstats/releases/tag/v0.2.3\"><code>v0.2.3</code></a>), <a href=\"https://docs.ropensci.org/cffr\" title=\"Generate Citation File Format (CFF) Metadata for R Packages\">cffr</a> (<a href=\"https://github.com/ropensci/cffr/releases/tag/v1.4.1\"><code>v1.4.1</code></a>), <a href=\"https://docs.ropensci.org/dfms\" title=\"Dynamic Factor Models\">dfms</a> (<a href=\"https://github.com/ropensci/dfms/releases/tag/v1.0.1\"><code>v1.0.1</code></a>), <a href=\"https://docs.ropensci.org/osmdata\" title=\"Import OpenStreetMap Data as Simple Features or Spatial Objects\">osmdata</a> (<a href=\"https://github.com/ropensci/osmdata/releases/tag/v0.4.0\"><code>v0.4.0</code></a>), <a href=\"https://docs.ropensci.org/aRxiv\" title=\"Interface to the arXiv API\">aRxiv</a> (<a href=\"https://github.com/ropensci/aRxiv/releases/tag/0.20\"><code>0.20</code></a>), <a href=\"https://docs.ropensci.org/Athlytics\" title=\"A Reproducible Framework for Endurance Data Analysis\">Athlytics</a> (<a href=\"https://github.com/ropensci/Athlytics/releases/tag/v1.0.6\"><code>v1.0.6</code></a>), <a href=\"https://docs.ropensci.org/ReLTER\" title=\"An Interface for the eLTER Community\">ReLTER</a> (<a href=\"https://github.com/ropensci/ReLTER/releases/tag/3.1.1\"><code>3.1.1</code></a>), and <a href=\"https://docs.ropensci.org/read.abares\" title=\"Read Australian Agricultural Data from Government Agencies\">read.abares</a> (<a href=\"https://github.com/ropensci/read.abares/releases/tag/v3.0.0\"><code>v3.0.0</code></a>).</p><p>The writexl package has a <a href=\"https://github.com/ropensci/writexl/pull/98#issuecomment-4191858158\">new maintainer</a>, Bill Denney. NLMR is now maintained by <a href=\"https://github.com/ropensci/NLMR/issues/116#issuecomment-4280937012\">Jakub Nowosad</a>.</p><h2 id=\"software-peer-review\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-peer-review\"> <small>\ud83d\udd17</small></a>Software Peer Review</h2><p>There are eighteen recently closed and active submissions and 4 submissions on hold. Issues are at different stages:</p><ul><li><p>Four at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%226/approved%22\">'6/approved'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/760\">pvEBayes</a>, Empirical Bayes Methods for Pharmacovigilance. Submitted by <a href=\"https://github.com/YihaoTancn\">Yihao Tan</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/750\">nycOpenData</a>, Convenient Access to NYC Open Data API Endpoints. Submitted by <a href=\"https://github.com/martinezc1\">Christian Martinez</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/730\">ernest</a>, A Toolkit for Nested Sampling. Submitted by <a href=\"https://github.com/kylesnap\">Kyle Dewsnap</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/671\">pkgmatch</a>, Find R Packages Matching Either Descriptions or Other R Packages. Submitted by <a href=\"https://mpadge.github.io\">mark padgham</a>.</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%225/awaiting-reviewer(s)-response%22\">'5/awaiting-reviewer(s)-response'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/762\">lakefetch</a>, Calculate Fetch and Wave Exposure for Lake Sampling Points. Submitted by <a href=\"https://github.com/jeremylfarrell\">jeremylfarrell</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/704\">priorsense</a>, Prior Diagnostics and Sensitivity Analysis. Submitted by <a href=\"https://github.com/n-kall\">Noa Kallioinen</a>. (Stats).</p></li></ul></li><li><p>Five at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%224/review(s)-in-awaiting-changes%22\">'4/review(s)-in-awaiting-changes'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/744\">RAQSAPI</a>, A Simple Interface to the US EPA Air Quality System Data Mart API. Submitted by <a href=\"https://github.com/mccroweyclinton-EPA\">mccroweyclinton-EPA</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/743\">RAMEN</a>, RAMEN: Regional Association of Methylome variability with the Exposome and geNome. Submitted by <a href=\"https://erick-navarrodelgado.netlify.app\">Erick Navarro-Delgado</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/741\">logolink</a>, An Interface for Running NetLogo Simulations. Submitted by <a href=\"https://danielvartan.com\">Daniel Vartanian</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/718\">rcrisp</a>, Automate the Delineation of Urban River Spaces. Submitted by <a href=\"https://github.com/cforgaci\">Claudiu Forgaci</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/615\">galamm</a>, Generalized Additive Latent and Mixed Models. Submitted by <a href=\"https://osorensen.no\">\u00d8ystein S\u00f8rensen</a>. (Stats).</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%223/reviewer(s)-assigned%22\">'3/reviewer(s)-assigned'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/765\">ciecl</a>, International Classification of Diseases ICD-10/ICD-11 for Chile. Submitted by <a href=\"https://github.com/Rodotasso\">Rodolfo Tasso</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/763\">EpiStrainDynamics</a>, Infer temporal trends of multiple pathogens. Submitted by <a href=\"https://www.smwindecker.com\">Saras Windecker</a>. (Stats).</p></li></ul></li><li><p>Two at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%222/seeking-reviewer(s)%22\">'2/seeking-reviewer(s)'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/740\">fcmconfr</a>, Fuzzy Cognitive Map Analysis in R. Submitted by <a href=\"https://github.com/bhroston\">benroston</a>. (Stats).</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/717\">coevolve</a>, Fit Bayesian Generalized Dynamic Phylogenetic Models using Stan. Submitted by <a href=\"https://scottclaessens.github.io/\">Scott Claessens</a>. (Stats).</p></li></ul></li><li><p>Three at <a href=\"https://github.com/ropensci/software-review/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3A%221/editor-checks%22\">'1/editor-checks'</a>:</p><ul><li><p><a href=\"https://github.com/ropensci/software-review/issues/775\">grumpy</a>, Read NumPy .npy and .npz Files. Submitted by <a href=\"https://hugogruson.fr/\">Hugo Gruson</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/752\">metasurvey</a>, Reproducible Survey Data Processing with Step Pipelines. Submitted by <a href=\"https://github.com/mauroloprete\">Mauro Loprete</a>.</p></li><li><p><a href=\"https://github.com/ropensci/software-review/issues/725\">LBDiscoverAnalysis</a>, Co-occurrence Discovery Models and Visualization for Biomedical LBD. Submitted by <a href=\"https://github.com/chaoliu-cl\">Chao Liu</a>.</p></li></ul></li></ul><p>Find out more about <a href=\"https://ropensci.org/software-review\">Software Peer Review</a> and how to get involved.</p><h2 id=\"on-the-blog\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#on-the-blog\"> <small>\ud83d\udd17</small></a>On the blog</h2><!-- Do not forget to rebase your branch! --><h3 id=\"software-review\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#software-review\"> <small>\ud83d\udd17</small></a>Software Review</h3><ul><li><p><a href=\"https://ropensci.org/blog/2026/06/11/neweditorsQ22026\">Ronny Hernandez Mora, Joel Nitta, and Nick Tierney Join rOpenSci Software Peer Review Editorial Team</a> by Ronny Hernandez Mora, Joel Nitta, Nicholas Tierney, and Yanina Bellini Saibene. Introducing three new editors for rOpenSci software peer review.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/19/maintainers-month\">Celebrating Our Maintainers during Maintainers Month</a> by Yanina Bellini Saibene. A Look Back at our Maintainer Month 2026 social media campaign.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/01/goodpractice\">Our goodpractice Package Has New Superpowers</a> by Mark Padgham and Athanasia Mo Mowinckel. We have worked hard over the past few months on major upgrades to our goodpractice package. Checks are now grouped into categories, making it easier to control which checks are run. The biggest change has been adding over 100 new checks, from new lints to many new CRAN checks.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/02/ftc-guide\">A New Guide: Organizing Events for First-time Contributors</a> by Steffi LaZerte and Yanina Bellini Saibene. We introduce our Guide book for organizing events to support first-time contributors to FOSS.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/07/r-universe-updates\">Five recent R-universe features you might have missed</a> by Jeroen Ooms. In this technote we look at a few recent additions that make R-universe a little nicer, faster, or more convenient to use.</p></li><li><p><a href=\"https://ropensci.org/blog/2026/06/09/champions-2026\">Eleven Latin American Voices for Open Science: The New Cohort of Champions rOpenSci 2026</a> by Basti\u00e1n Olea Herrera, Denisse Fierro Arcos, Durga Valentina Linares Herrera, Evelia Lorena Coss Navarrete, Gladys Choque Ulloa, Jos\u00e9 Daniel Conejeros, Linda Cabrera Orellana, Mar\u00eda Florencia Tames, Marina Cecilia Cock, Patricia A. Loto, Estefania Torrej\u00f3n, and Yanina Bellini Saibene. Introducing 11 new rOpenSci Champions. Other languages: <a href=\"https://ropensci.org/es/blog/2026/06/09/champions-2026\" lang=\"es\">Once voces latinoamericanas para la ciencia abierta: la nueva cohorte de Campeon(a|e)s rOpenSci 2026 (es)</a>.</p></li></ul><h2 id=\"calls-for-contributions\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-contributions\"> <small>\ud83d\udd17</small></a>Calls for contributions</h2><h3 id=\"calls-for-maintainers\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-maintainers\"> <small>\ud83d\udd17</small></a>Calls for maintainers</h3><p>If you're interested in maintaining any of the R packages below, you might enjoy reading our blog post <a href=\"https://ropensci.org/blog/2023/02/07/what-does-it-mean-to-maintain-a-package/\">What Does It Mean to Maintain a Package?</a>.</p><ul><li><p><a href=\"https://docs.ropensci.org/charlatan\">charlatan</a>, create fake data in R. <a href=\"https://github.com/ropensci/charlatan/issues/150\">Issue for volunteering</a>.</p></li><li><p><a href=\"https://docs.ropensci.org/hddtools\">hddtools</a>, Tools to discover hydrological data, accessing catalogues and databases from various data providers. <a href=\"https://github.com/ropensci/hddtools/issues/36\">Issue for volunteering</a>.</p></li></ul><h3 id=\"calls-for-contributions-1\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#calls-for-contributions-1\"> <small>\ud83d\udd17</small></a>Calls for contributions</h3><p>Refer to our <a href=\"https://ropensci.org/help-wanted/\">help wanted page</a> \u2013 before opening a PR, we recommend asking in the issue whether help is still needed.</p><h2 id=\"package-development-corner\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#package-development-corner\"> <small>\ud83d\udd17</small></a>Package development corner</h2><p>Some useful information for R package developers. \ud83d\udc40</p><h3 id=\"goodpractices-new-features-and-behind-the-scene-notes\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#goodpractices-new-features-and-behind-the-scene-notes\"> <small>\ud83d\udd17</small></a>goodpractice's new features and behind-the-scene notes</h3><p>Software Review Lead Mark Padgham and long-time community member <a href=\"https://ropensci.org/author/athanasia-mo-mowinckel/\">Athanasia Mo Mowinckel</a> have written a blog post particularly relevant to package developers for two reasons:</p><ul><li>Learn how goodpractice, which helps make your package better, has improved.</li><li>Read how Mark and Mo collaborated, including their use of LLMs in the development process.</li></ul><h3 id=\"dumb-ways-for-an-open-source-project-to-die\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#dumb-ways-for-an-open-source-project-to-die\"> <small>\ud83d\udd17</small></a>Dumb Ways for an Open Source Project to Die</h3><p>If you're interested in open-source software projects' survivability, you'll enjoy this <a href=\"https://nesbitt.io/2026/05/19/dumb-ways-for-an-open-source-project-to-die.html\">write-up by Andrew Nesbitt</a> shared by Yanina Bellini Saibene.</p><h3 id=\"refactoring-with-jarl-unused-functions-and-more\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#refactoring-with-jarl-unused-functions-and-more\"> <small>\ud83d\udd17</small></a>Refactoring with Jarl: unused functions and more</h3><p>Hannah Frick and Ma\u00eblle Salmon wrote <a href=\"https://blog.r-hub.io/2026/06/02/jarl/\">\"Refactoring with Jarl: a coffee chat\"</a> on the R-hub blog.</p><h3 id=\"a-strategy-for-recovering-data-on-request-interruption\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#a-strategy-for-recovering-data-on-request-interruption\"> <small>\ud83d\udd17</small></a>A strategy for recovering data on request interruption</h3><p>G\u00e1bor Cs\u00e1rdi summarized <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/\">recent changes to the gh package</a>. Especially interesting is his strategy for <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/#Interrupts\">interruptions</a>: the user starts a long query then interrupts the process\u2026 how to not lose the data that's already been received? The solution is to make it accessible through <a href=\"https://rlang.r-lib.org/reference/last_error.html\"><code>rlang::last_error()</code></a>. More details in the <a href=\"https://gaborcsardi.org/2026/gh-1-6-0-recover-from-interruption/#Interrupts\">post</a>.</p><h3 id=\"curl-summer-of-bliss\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#curl-summer-of-bliss\"> <small>\ud83d\udd17</small></a>curl summer of bliss</h3><p>The curl project <a href=\"https://daniel.haxx.se/blog/2026/06/15/curl-summer-of-bliss/\">announced</a> that it will not accept any vulnerability report during the month of July this year. This is both the opportunity for maintainers to take a break, and to advertise paid curl support, in which there will be no interruption of service.</p><h3 id=\"to-conventionally-commit-or-not\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#to-conventionally-commit-or-not\"> <small>\ud83d\udd17</small></a>To conventionally commit or not</h3><p>Sumner Evans wrote an interesting post <a href=\"https://sumnerevans.com/posts/software-engineering/stop-using-conventional-commits/\">criticizing the conventional commits convention</a> (starting commits with e.g.\u00a0<code>fix:</code> for bug fixes, <code>feat:</code> for new features, etc).</p><h3 id=\"more-than-gitignore\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#more-than-gitignore\"> <small>\ud83d\udd17</small></a>More than .gitignore</h3><p>Nelson Figueroa wrote a useful <a href=\"https://nelson.cloud/.gitignore-isnt-the-only-way-to-ignore-files-in-git/\">overview</a> of the different ways to make Git ignore some files.</p><h3 id=\"how-to-work-with-llms-without-losing-your-skills\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#how-to-work-with-llms-without-losing-your-skills\"> <small>\ud83d\udd17</small></a>How to work with LLMs without losing your skills</h3><p>Vicki Boykis wrote an insightful post <a href=\"https://vickiboykis.com/2026/05/28/we-should-be-more-tired-than-the-model/\">\"We should be more tired than the model\"</a> including pratical tips such as \"Starting to use the agent only after I've spent 20 minutes on the problem\" or \"Discussing an agent's proposed implementation with another person instead\".</p><h2 id=\"last-words\"><a class=\"anchor d-print-none\" href=\"https://ropensci.org/blog/2026/06/30/news-june-2026//#last-words\"> <small>\ud83d\udd17</small></a>Last words</h2><p>Thanks for reading! If you want to get involved with rOpenSci, check out our <a href=\"https://contributing.ropensci.org\">Contributing Guide</a>. This guide will help direct you to the right place, whether you want to make code contributions, non-code contributions, or contribute in other ways such as through sharing use cases. You can also support our work through <a href=\"https://ropensci.org/donate\">donations</a>.</p><p>If you haven't subscribed to our newsletter yet, you can <a href=\"https://ropensci.org/news/\">do so though our signup form</a>. Until it's time for our next newsletter, you can keep in touch with us through our <a href=\"https://ropensci.org/\">website</a>, <a href=\"https://hachyderm.io/@rOpenSci\">Mastodon</a>, or <a href=\"https://www.linkedin.com/company/ropensci/\">LinkedIn</a>. See you soon!</p>","doi":"https://doi.org/10.59350/312sy-1dt83","guid":"https://doi.org/10.59350/312sy-1dt83","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1782777600,"rid":"mm3pb-hmd04","summary":"Dear rOpenSci friends, it's time for our monthly news roundup! You can read this post on our blog. Now let's dive into the activity at and around rOpenSci! \ud83d\udd17rOpenSci HQ \ud83d\udd17Champions Program update We have two concurrent cohorts, both in Spanish. The 2025\u20132026 cohort is nearing the end of its participation in the program, so we are organizing the closing meeting and the overall evaluation.","tags":["Newsletter"],"title":"rOpenSci News Digest, June 2026","updated_at":1782806444,"url":"https://ropensci.org/blog/2026/06/30/news-june-2026/","version":"v1"},{"authors":[{"contributor_roles":[],"family":"Moresi","given":"Louis","url":"https://orcid.org/0000-0003-3685-174X"}],"blog":{"authors":null,"community_id":"c8b71a5b-b872-47ab-89f7-7c84741d68fc","created":1697760000,"current_feed_url":null,"description":"Geodynamics, Computation and Education","favicon":"https://rogue-scholar.org/api/communities/c8b71a5b-b872-47ab-89f7-7c84741d68fc/logo","feed_format":"application/rss+xml","feed_url":"https://www.underworldcode.org/rss/","filter":null,"generator":"Ghost","home_page_url":"https://www.underworldcode.org/","issn":null,"language":"eng","license":"https://creativecommons.org/licenses/by/4.0/legalcode","prefix":"10.59350","relative_url":null,"secure":true,"slug":"underworldcode","status":"active","subfield":"1908","title":"Underworld Geodynamics Community","updated":1782475466,"use_api":true},"blog_name":"Underworld Geodynamics Community","blog_slug":"underworldcode","content_html":"<p>In Underworld2, adding a new rheology was a matter of writing C code inside the StGermain framework, compiling it, and registering it with the component system. The barrier was high enough that most users never tried. The available rheologies were the ones the developers had implemented, and combining them required understanding the C internals.</p><p>In Underworld3, a constitutive model is a Python class where the relationship between fluxes and gradients is encoded as a SymPy expression. You can build a viscous model, add plasticity, add elasticity, make it anisotropic. At every stage the mathematics is visible, inspectable, and differentiable. The framework handles Jacobians, C code generation, and PETSc integration. You handle the physics.</p><pre><code class=\"language-python\">stokes = uw.systems.Stokes(mesh)\nstokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = viscosity_fn\n</code></pre><p>This post explains how constitutive models work in UW3, from simple viscous flow through to viscoelastic-plastic rheologies with stress history.</p><h2 id=\"the-constitutive-relationship\">The Constitutive Relationship</h2><p>A constitutive model in Underworld3 defines the relationship between a flux (e.g. stress - a momentum flux) and gradients of the unknowns (e.g. strain rate - gradients of velocity). For a Stokes flow problem, the solver needs a flux term $\\mathbf{F_1}$ that expresses the deviatoric stress:</p><p>$$<br>\\sigma_{ij} = C_{ijkl} , \\dot\\varepsilon_{kl}<br>$$</p><p>where $C_{ijkl}$ is the constitutive tensor (viscosity in this case) and $\\dot\\varepsilon$ is the symmetric strain rate tensor derived from the velocity gradient. For isotropic viscous flow, $C_{ijkl}$ reduces to $2\\eta , I_{ijkl}$ where $\\eta$ is the viscosity and $I$ is the symmetric identity tensor. For more complex rheologies, the constitutive tensor can depend on the strain rate itself, on pressure, temperature, stress history, or material orientation.</p><p>The constitutive model's job is to build this tensor symbolically. The solver reads the model's <code>.flux</code> property, which returns the stress as a SymPy matrix expression. From there, the JIT pipeline described in our <a href=\"https://www.underworldcode.org/how-underworld3-turns-sympy-into-c/\">SymPy-to-C post</a> takes over: automatically deriving Jacobians, unwrapping nested expressions, C code generation, PETSc integration.</p><h2 id=\"viscous-flow-the-starting-point\">Viscous Flow: The Starting Point</h2><p>The simplest constitutive model is <code>ViscousFlowModel</code>. It has one parameter: shear viscosity.</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = uw.expression(\n    r\"\\eta\", uw.quantity(1e21, \"Pa*s\")\n)\n</code></pre><p>The viscosity can be a constant, a UWexpression with units, a SymPy expression involving temperature and pressure, or a mesh variable. The model does not care. It builds the stress tensor symbolically:</p><p>$$<br>\\sigma = 2\\eta , \\dot\\varepsilon<br>$$</p><p>You can inspect this at any time:</p><pre><code class=\"language-python\">stokes.constitutive_model.flux\n# Returns: 2 * \u03b7 * \u03b5\u0307(u)  \u2014 as a SymPy Matrix\n</code></pre><p>In a Jupyter notebook, this renders as mathematics. You can see exactly what the solver will compute. If the viscosity expression is wrong, you see it here before running the solver.</p><h2 id=\"parameters-as-guarded-descriptors\">Parameters as Guarded Descriptors</h2><p>A common source of bugs in scientific code is mis-spelling a parameter name. You write <code>stokes.constitutive_model.Parameters.viscosty = 1e21</code> and nothing complains. The parameter you intended to set keeps its default value. The solver runs. The answer is wrong.</p><p>UW3's parameter system prevents this. Every constitutive model defines a <code>_Parameters</code> class whose attributes are descriptors. If you try to set an attribute that does not match a declared parameter, you get an immediate <code>AttributeError</code> listing the valid names:</p><pre><code class=\"language-python\">stokes.constitutive_model.Parameters.viscosty = 1e21\n# AttributeError: Cannot set 'viscosty' on ViscousFlowModel Parameters.\n# Valid parameters: shear_viscosity_0\n# (Did you mean 'shear_viscosity_0'? Use .viscosity as a shorthand.)\n</code></pre><p>The descriptor names are the API. <code>shear_viscosity_0</code> is both the internal name and the user-facing setter. For convenience, viscous models also provide a <code>.viscosity</code> alias that maps to <code>shear_viscosity_0</code>.</p><p>Each parameter descriptor carries a LaTeX symbol, a default value factory, a description, and optional units. The defaults are created lazily through the owning model's symbol factory, ensuring that every parameter gets a unique SymPy symbol even when multiple models coexist.</p><h2 id=\"anisotropy-and-tensor-representations\">Anisotropy and Tensor Representations</h2><p>The scalar viscosity in <code>ViscousFlowModel</code> produces an isotropic constitutive tensor. But many geodynamics problems involve directional weakness: fault zones, shear bands, crystallographic fabric. <code>TransverseIsotropicFlowModel</code> handles this by introducing a director vector $\\mathbf{n}$ and a second viscosity:</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.TransverseIsotropicFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta_matrix   # matrix viscosity\nstokes.constitutive_model.Parameters.shear_viscosity_1 = eta_fault    # fault-plane viscosity\nstokes.constitutive_model.Parameters.director = n_vector              # orientation\n</code></pre><p>The constitutive tensor becomes:</p><p>$$<br>C_{ijkl} = 2\\eta_0 , I_{ijkl} + 2(\\eta_0 - \\eta_1) , A_{ijkl}(\\mathbf{n})<br>$$</p><p>where $A_{ijkl}$ is the anisotropic correction involving products of the director components. When $\\eta_0 = \\eta_1$, the correction vanishes and you recover isotropic flow. When $\\eta_1 &lt; \\eta_0$, the material is weak along planes perpendicular to the director.</p><p>Building this tensor correctly requires care with index symmetries. The rank-4 constitutive tensor $C_{ijkl}$ has 81 components in 3D (16 in 2D), but the symmetries of stress and strain rate reduce the independent entries. The standard approach in finite element work is to flatten the symmetric tensors into vectors and the constitutive tensor into a matrix. There are two common ways to do this, and the difference matters.</p><h3 id=\"voigt-notation\">Voigt Notation</h3><p>In Voigt notation, the stress and strain rate tensors are written as vectors by listing the independent components:</p><p>$$<br>\\tau_I = (\\tau_{11}, \\tau_{22}, \\tau_{12}), \\quad \\dot\\varepsilon_I = (\\dot\\varepsilon_{11}, \\dot\\varepsilon_{22}, 2\\dot\\varepsilon_{12})<br>$$</p><p>Note the factor of 2 on the off-diagonal strain rate. The constitutive matrix $C_{IJ}$ is then the rearrangement of the rank-4 tensor without scaling. For isotropic viscosity in 2D:</p><p>$$<br>\\left[\\begin{matrix} \\tau_{11} \\\\ \\tau_{22} \\\\ \\tau_{12} \\end{matrix}\\right] =<br>\\left[\\begin{matrix} \\eta &amp; 0 &amp; 0 \\\\ 0 &amp; \\eta &amp; 0 \\\\ 0 &amp; 0 &amp; \\eta/2 \\end{matrix}\\right]<br>\\left[\\begin{matrix} \\dot\\varepsilon_{11} \\\\ \\dot\\varepsilon_{22} \\\\ 2\\dot\\varepsilon_{12} \\end{matrix}\\right]<br>$$</p><p>This is what you will find in most finite element textbooks. It works for computing stress from strain rate, but it has a problem: $\\tau_I \\dot\\varepsilon_I \\neq \\tau_{ij}\\dot\\varepsilon_{ij}$. The vector inner product does not reproduce the tensor inner product. And $C_{IJ}$ does not transform correctly under rotations.</p><h3 id=\"mandel-notation\">Mandel Notation</h3><p></p><p>Mandel notation fixes both problems by applying a scaling matrix $\\mathbf{P}$ that puts a factor of $\\sqrt{2}$ on the off-diagonal components:</p>\n<p>$$<br>\n\\tau^{ * } _ {I} = P _ {IJ},\\tau _ {J}, \\quad \\dot\\varepsilon^{ * } _ {I} = P _ {IJ},\\dot\\varepsilon _ {J}, \\quad C^{ * } _ {IJ} = P _ {IK} ,C _ {KL} , P _ {LJ}<br>\n$$</p>\n<p>where $\\mathbf{P} = \\textrm{diag}(1, 1, \\sqrt{2})$ in 2D, or $\\textrm{diag}(1,1,1,\\sqrt{2},\\sqrt{2},\\sqrt{2})$ in 3D. In Mandel form, the isotropic constitutive matrix becomes:</p>\n<p>$$<br>\nC^{ * } _ {IJ} = \\eta , \\delta _ {IJ}<br>\n$$</p>\n<p>This is just $\\eta$ times the identity. The fourth-order symmetric identity tensor, which has an awkward $1/2$ factor in its off-diagonal rank-4 components, becomes the matrix identity in Mandel form.</p>\n<p>The advantage of this approach is that rotations work naturally. If $\\mathbf{R}$ is a rotation matrix, then the rotated Mandel constitutive matrix is:</p>\n<p>$$<br>\nC'^{ * } _ {IJ} = R^{ * }_ {IK} , C^{ * } _ {KL} , R^{ * T} _ {LJ}<br>\n$$</p>\n<p>where $R^{ * }$ is the Mandel-form rotation matrix derived from $\\mathbf{R}$. This is why UW3 builds the transverse isotropic constitutive tensor in Mandel form. The anisotropic correction is defined in the material frame, rotated to the global frame using the director, and converted back to the rank-4 tensor. In Voigt notation, the same rotation would require tracking which components get the factor of 2 and which do not.</p>\n<h3 id=\"how-uw3-uses-these-representations\">How UW3 Uses These Representations</h3><p>The internal representation is the full rank-4 tensor $C_{ijkl}$. The Mandel form is available to the user through the <code>.C</code> property (capital C) for inspection and for supplying custom anisotropic tensors. The raw rank-4 tensor is available through <code>.c</code> (lowercase). If you provide a scalar viscosity, the model builds the rank-4 tensor directly. If you provide a Mandel matrix, the model converts it. Stress is passed to PETSc in Voigt form via <code>.flux_1d</code> to match its symmetric tensor storage conventions. The conversions between these representations are handled by utility functions in <code>maths/tensors.py</code>, and the index book keeping is automatic and dimension-independent.</p><h2 id=\"adding-plasticity\">Adding Plasticity</h2><p><code>ViscoPlasticFlowModel</code> extends <code>ViscousFlowModel</code> with a yield stress. When the deviatoric stress exceeds the yield stress, the effective viscosity drops to keep the stress at the yield surface:</p><pre><code class=\"language-python\">stokes.constitutive_model = uw.constitutive_models.ViscoPlasticFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta\nstokes.constitutive_model.Parameters.yield_stress = uw.expression(\n    r\"\\tau_y\", uw.quantity(100, \"MPa\")\n)\n</code></pre><p>The plastic viscosity is computed from the yield stress and the second invariant of the strain rate:</p><p>$$<br>\\eta_\\textrm{pl} = \\frac{\\tau_y}{2 , \\dot\\varepsilon_{II}}<br>$$</p><p>The effective viscosity is the lesser of the viscous and plastic values.<br>$$<br>\\eta_\\textrm{eff} = \\min(\\eta_\\textrm{v}, \\eta_\\textrm{pl})<br>$$<br>The model provides several other ways to combine them, because the choice affects Newton solver convergence. The default (\"smooth\") form uses a corrected harmonic blend:<br>$$<br>\\eta_\\textrm{eff} = \\eta_v \\cdot \\frac{1 + f}{1 + f + f^2}, \\quad f = \\frac{\\eta_\\textrm{v}}{\\eta_\\textrm{pl}}<br>$$</p><p>This function is smooth everywhere, approaches $\\eta_v$ when $f \\to 0$ (below yield), and approaches $\\eta_{pl}$ exactly when $f \\to \\infty$ (fully yielded). Other modes include harmonic averaging, a soft-min approximation, and a sharp min. The smooth default works well with Newton iteration because the Jacobian is continuous.</p><p>None of this blending logic requires special solver code. The effective viscosity is a SymPy expression. The solver differentiates it symbolically for the Jacobian. If you switch from smooth to sharp yielding, the Jacobian updates automatically.</p><h2 id=\"adding-elasticity-stress-has-memory\">Adding Elasticity: Stress Has Memory</h2><p>Viscous and plastic models are instantaneous. The stress depends only on the current strain rate. Elastic behaviour introduces memory: the stress depends on the deformation history.</p><p><code>ViscoElasticPlasticFlowModel</code> handles this. The Maxwell viscoelastic rheology combines viscous and elastic responses:</p><p>$$<br>\\dot\\varepsilon = \\frac{\\sigma}{2\\eta} + \\frac{\\dot\\sigma}{2\\mu}<br>$$</p><p>Rearranging and discretising in time, the stress at the current step depends on the stress at previous steps. This stress history is a transported term, advected (and rotated) with the flow.</p><pre><code class=\"language-python\">stokes = uw.systems.VE_Stokes(mesh, order=2)\nstokes.constitutive_model = uw.constitutive_models.ViscoElasticPlasticFlowModel\nstokes.constitutive_model.Parameters.shear_viscosity_0 = eta\nstokes.constitutive_model.Parameters.shear_modulus = uw.expression(\n    r\"\\mu\", uw.quantity(1e10, \"Pa\")\n)\n</code></pre><p>The time discretisation uses backward differentiation formulas (BDF) with coefficients that adapt to variable timestep sizes. At order 1, this is the implicit Euler method. At order 2, BDF-2 gives second-order accuracy in time. When the timestep changes abruptly, the model falls back to BDF-1 automatically to avoid instabilities from extrapolating stress history over a large time gap.</p><p>The stress history lives on particles via the solver's <code>DFDt</code> (flux time derivative) infrastructure. When you assign a constitutive model that requires stress history, the solver creates the necessary particle storage and sets up advection automatically. The same BDF/Adams-Moulton framework that handles temperature advection handles stress advection. The constitutive model declares <code>requires_stress_history = True</code>, and the solver takes care of the rest.</p><p>If you don't want to use particles for tracking the stress history, you can use a semi-Lagrangian version of the <code>DFDt</code> which is a drop-in replacement at the user level. </p><p>For VEP problems, the viscoelastic effective strain rate includes contributions from the stress history, and the plastic yield criterion is evaluated against this total deformation rate. The <code>bdf_blend</code> parameter controls blending between BDF-1 and BDF-2 near the yield surface, where pure BDF-2 can produce oscillations. The model auto-detects the appropriate blend: pure VE problems get full BDF-2 accuracy, while VEP problems get a stable near-optimal blend.</p><p>Recent work has extended the anisotropic model to <code>TransverseIsotropicVEPFlowModel</code>, combining directional weakness with viscoelastic stress memory and plastic yielding. The yield criterion is evaluated on the resolved shear stress on the fault plane, computed from the full stress tensor and the director orientation. In UW3, this is a class that inherits from the VEP model and overrides the stress computation with additional director terms. The Jacobian follows automatically. In UW2, it would have been extremely difficult to implement.</p><h2 id=\"the-solvers-view\">The Solver's View</h2><p>From the solver's perspective, a constitutive model is just an object with a <code>.flux</code> property that returns a SymPy Matrix. The same object pattern is used for constitutive models for stokes flow, heat diffusion, Darcy flow ... The solver does not know whether the flux comes from a constant viscosity, a temperature-dependent Frank-Kamenetskii law, a viscoelastic model with stress history, or an anisotropic fabric model. It differentiates the flux to get the Jacobian, compiles both to C, and registers them with PETSc.</p><p>The assignment pattern reflects this:</p><pre><code class=\"language-python\"># Assign a class \u2014 solver instantiates with its own Unknowns\nstokes.constitutive_model = uw.constitutive_models.ViscousFlowModel\n\n# Or assign an instance you've already configured\nmodel = uw.constitutive_models.ViscoElasticPlasticFlowModel(stokes.Unknowns, order=2)\nmodel.Parameters.shear_viscosity_0 = eta\nmodel.Parameters.shear_modulus = mu\nstokes.constitutive_model = model\n</code></pre><p>When you assign a model, the solver shares its <code>Unknowns</code> object with the model. This gives the model access to the velocity gradient (for computing strain rate), the DFDt stress history (for viscoelasticity), and the coordinate system (for computing directors in curvilinear geometry, for example). The model and solver are collaborators, not independent objects.</p><h2 id=\"the-design-pattern\">The Design Pattern</h2><p>The constitutive model system embodies a design choice that runs through all of Underworld3: separate the physics from the numerics. The physics lives in the constitutive model. It knows about viscosity, yield stress, elastic moduli, directors, stress history. It expresses all of this using SymPy objects.</p><p>The numerical part lives in the solver. This knows about weak forms, Jacobians, PETSc assembly, Newton iteration, time stepping. It reads the model's symbolic expressions and compiles them.</p><p>The boundary between the two is a SymPy Matrix. Everything on one side of that boundary is human-readable physics. On the other side is machine-generated numerics. You can change the physics without touching the solver. You can change the solver without touching the physics. And because the boundary is symbolic, both sides are inspectable at every stage.</p><p>In UW2, the physics and numerics were entangled in C. Changing one required understanding both. In UW3, you can write a new rheology in an afternoon, in a notebook, without compiling anything. That is the practical consequence of making constitutive models symbolic objects.</p>","doi":"https://doi.org/10.59350/5fe9q-8ps48","guid":"69d7d320eb7226563af542d3","image":"https://images.unsplash.com/photo-1665473052284-164335672208?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDV8fHN5cnVwfGVufDB8fHx8MTc3NTc1MzA5NXww&ixlib=rb-4.1.0&q=80&w=2000","language":"en","license":"https://creativecommons.org/licenses/by/4.0/legalcode","published_at":1775952000,"rid":"61qad-eae12","summary":"In Underworld2, adding a new rheology was a matter of writing C code inside the StGermain framework, compiling it, and registering it with the component system. The barrier was high enough that most users never tried. The available rheologies were the ones the developers had implemented, and combining them required understanding the C internals.","tags":["Underworld Code","Tricks Of The Trade","Development"],"title":"Constitutive Models in Symbolic Form","updated_at":1782794178,"url":"https://www.underworldcode.org/constitutive-models-in-symbolic-form/","version":"v1"}],"out_of":50731,"page":1,"per_page":10,"total-results":50731}
