{"id":405908,"date":"2026-04-17T11:12:23","date_gmt":"2026-04-17T15:12:23","guid":{"rendered":"https:\/\/www.yorku.ca\/yfile\/?p=405908"},"modified":"2026-04-17T11:12:27","modified_gmt":"2026-04-17T15:12:27","slug":"can-ai-reduce-bias-in-liver-transplant-waitlists","status":"publish","type":"post","link":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/","title":{"rendered":"Can AI reduce bias in liver transplant waitlists?"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">A new international study involving 快播视频 researcher expertise shows that AI could help make liver transplant decisions more consistent, transparent and evidence-based, especially when resources are limited.<\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>The study, published in <a href=\"https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(25)00148-7\/fulltext\" target=\"_blank\" rel=\"noreferrer noopener\"><em>The Lancet Digital Health<\/em><\/a>, tested a multi-agent system built with large language models (LLMs) to simulate the work of a liver transplant selection committee \u2013 a multidisciplinary group that decides which patients are placed on transplant waitlists.<\/p>\n\n\n\n<p>Using real-world transplant registry data, the AI system demonstrated high accuracy in identifying patients who are likely to benefit from a liver transplant and those for whom transplantation would be unlikely to help.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"758\" height=\"1024\" src=\"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2024\/09\/Divya-Sharma-758x1024.png\" alt=\"Divya Sharma\" class=\"wp-image-368164\" style=\"aspect-ratio:0.74024170659505;width:381px;height:auto\"\/><figcaption class=\"wp-element-caption\">Divya Sharma<\/figcaption><\/figure>\n<\/div>\n\n\n<p>\u201cLiver transplantation is a rare case in medicine where access to a life-saving treatment is limited by organ availability,\u201d explains co-senior author <strong>Divya Sharma<\/strong>, assistant professor in the <a href=\"https:\/\/www.yorku.ca\/science\/\" target=\"_blank\" rel=\"noreferrer noopener\">Faculty of Science<\/a>. \u201cDecisions about who is waitlisted are complex, and committee deliberations can be subject to unconscious bias\u00a0where a clinician's own background or identity may subtly influence their judgement,\u00a0even when national guidelines are in place.\u201d<\/p>\n\n\n\n<p>Researchers set out to test whether AI agents \u2013 each assigned a clinical role \u2013 could support more objective decision-making. To test the approach at scale, researchers evaluated the system against transplant outcomes data.<\/p>\n\n\n\n<p>The study analyzed 20 years of data from more than 8,000 adult liver transplant recipients in the U.S. using the Scientific Registry of Transplant Recipients. A simulated group of patients with known contraindications was also created to test the system\u2019s accuracy in flagging cases that should be excluded from transplant consideration.<\/p>\n\n\n\n<p>Results show the AI committee predicted one-year post-transplant survival with 92 per cent accuracy and six-month survival with 95 per cent accuracy. Contraindications were identified with an accuracy of more than 98 per cent, thereby identifying transplant candidates efficiently.<\/p>\n\n\n\n<p>The research team also examined where errors occurred to better understand where the AI system works well, and where it needs careful oversight and improvement. The authors caution that continued monitoring is needed because transplant data can reflect broader inequities in access to health care.<\/p>\n\n\n\n<p>\u201cOur work positions LLM-based multi-agent AI systems as potential clinical decision-support tools, rather than replacements for human judgement,\u201d says Sharma. \u201cWhile AI shows promise in making liver transplant decisions more objective, it\u2019s crucial to emphasize that the final responsibility must always remain with transplant teams and human oversight is critical to address ethical considerations.\u201d<\/p>\n\n\n\n<p>Sharma says while more research is needed to test the AI tools in real-world settings across different health systems, AI-supported committees have potential to help standardize complex medical decisions where resources are limited.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A 快播视频 researcher is helping to define how emerging technologies can be used to support more equitable health care decisions.<\/p>\n","protected":false},"author":2386,"featured_media":405910,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","footnotes":""},"categories":[11,22],"tags":[56,33,6,61,21,47,16,23,37,15,4],"yfileauthor":[204],"qualifier":[198],"yfile-author":[304],"tags-to-show":[160,177,147,168,154,158],"workflow":[],"class_list":["post-405908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-latest-news","category-research-innovation","tag-ai","tag-equity","tag-faculty","tag-science","tag-research","tag-sdg-10","tag-sdg-17","tag-sdg-3","tag-sdg-9","tag-sdg","tag-yfile","yfileauthor-yfilestaff","qualifier-by","yfile-author-ashley-goodfellow-craig","tags-to-show-artificial-intelligence-ai","tags-to-show-equity-diversity-inclusion-edi","tags-to-show-faculty","tags-to-show-faculty-of-science","tags-to-show-research","tags-to-show-sdg"],"acf":{"internal_publish_date":"20260420","original_image":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Can AI reduce bias in liver transplant waitlists? - YFile<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Can AI reduce bias in liver transplant waitlists? - YFile\" \/>\n<meta property=\"og:description\" content=\"A 快播视频 researcher is helping to define how emerging technologies can be used to support more equitable health care decisions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/\" \/>\n<meta property=\"og:site_name\" content=\"YFile\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-17T15:12:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-17T15:12:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"853\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"ashleygc\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"ashleygc\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/\"},\"author\":{\"name\":\"ashleygc\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#\\\/schema\\\/person\\\/c31100c4bc540ab4f738557fdc4232d6\"},\"headline\":\"Can AI reduce bias in liver transplant waitlists?\",\"datePublished\":\"2026-04-17T15:12:23+00:00\",\"dateModified\":\"2026-04-17T15:12:27+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/\"},\"wordCount\":430,\"image\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2026\\\/04\\\/Health-care-doctors-medicine-scaled-e1776357704432.jpg\",\"keywords\":[\"Artificial Intelligence (AI)\",\"Equity Diversity Inclusion (EDI)\",\"Faculty\",\"Faculty of Science\",\"Research\",\"SDG 10\",\"SDG 17\",\"SDG 3\",\"SDG 9\",\"SDGs\",\"YFile\"],\"articleSection\":[\"Latest News\",\"Research &amp; Innovation\"],\"inLanguage\":\"en-CA\",\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/\",\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/\",\"name\":\"Can AI reduce bias in liver transplant waitlists? - YFile\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2026\\\/04\\\/Health-care-doctors-medicine-scaled-e1776357704432.jpg\",\"datePublished\":\"2026-04-17T15:12:23+00:00\",\"dateModified\":\"2026-04-17T15:12:27+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#\\\/schema\\\/person\\\/c31100c4bc540ab4f738557fdc4232d6\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#breadcrumb\"},\"inLanguage\":\"en-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2026\\\/04\\\/Health-care-doctors-medicine-scaled-e1776357704432.jpg\",\"contentUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2026\\\/04\\\/Health-care-doctors-medicine-scaled-e1776357704432.jpg\",\"width\":2560,\"height\":853,\"caption\":\"Concentrated multiethnic team of physicians men and women in workwear sitting at table at clinic, having breefing, looking for solutions, discussing clinical cases, looking at papers, chatting\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2026\\\/04\\\/17\\\/can-ai-reduce-bias-in-liver-transplant-waitlists\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Can AI reduce bias in liver transplant waitlists?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#website\",\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/\",\"name\":\"YFile\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-CA\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#\\\/schema\\\/person\\\/c31100c4bc540ab4f738557fdc4232d6\",\"name\":\"ashleygc\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g\",\"caption\":\"ashleygc\"},\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/author\\\/ashleygc\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Can AI reduce bias in liver transplant waitlists? - YFile","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/","og_locale":"en_US","og_type":"article","og_title":"Can AI reduce bias in liver transplant waitlists? - YFile","og_description":"A 快播视频 researcher is helping to define how emerging technologies can be used to support more equitable health care decisions.","og_url":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/","og_site_name":"YFile","article_published_time":"2026-04-17T15:12:23+00:00","article_modified_time":"2026-04-17T15:12:27+00:00","og_image":[{"width":2560,"height":853,"url":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg","type":"image\/jpeg"}],"author":"ashleygc","twitter_card":"summary_large_image","twitter_misc":{"Written by":"ashleygc","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#article","isPartOf":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/"},"author":{"name":"ashleygc","@id":"https:\/\/www.yorku.ca\/yfile\/#\/schema\/person\/c31100c4bc540ab4f738557fdc4232d6"},"headline":"Can AI reduce bias in liver transplant waitlists?","datePublished":"2026-04-17T15:12:23+00:00","dateModified":"2026-04-17T15:12:27+00:00","mainEntityOfPage":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/"},"wordCount":430,"image":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg","keywords":["Artificial Intelligence (AI)","Equity Diversity Inclusion (EDI)","Faculty","Faculty of Science","Research","SDG 10","SDG 17","SDG 3","SDG 9","SDGs","YFile"],"articleSection":["Latest News","Research &amp; Innovation"],"inLanguage":"en-CA","copyrightYear":"2026","copyrightHolder":{"@id":"https:\/\/www.yorku.ca\/yfile\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/","url":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/","name":"Can AI reduce bias in liver transplant waitlists? - YFile","isPartOf":{"@id":"https:\/\/www.yorku.ca\/yfile\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#primaryimage"},"image":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg","datePublished":"2026-04-17T15:12:23+00:00","dateModified":"2026-04-17T15:12:27+00:00","author":{"@id":"https:\/\/www.yorku.ca\/yfile\/#\/schema\/person\/c31100c4bc540ab4f738557fdc4232d6"},"breadcrumb":{"@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#breadcrumb"},"inLanguage":"en-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/"]}]},{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#primaryimage","url":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg","contentUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432.jpg","width":2560,"height":853,"caption":"Concentrated multiethnic team of physicians men and women in workwear sitting at table at clinic, having breefing, looking for solutions, discussing clinical cases, looking at papers, chatting"},{"@type":"BreadcrumbList","@id":"https:\/\/www.yorku.ca\/yfile\/2026\/04\/17\/can-ai-reduce-bias-in-liver-transplant-waitlists\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.yorku.ca\/yfile\/"},{"@type":"ListItem","position":2,"name":"Can AI reduce bias in liver transplant waitlists?"}]},{"@type":"WebSite","@id":"https:\/\/www.yorku.ca\/yfile\/#website","url":"https:\/\/www.yorku.ca\/yfile\/","name":"YFile","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.yorku.ca\/yfile\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-CA"},{"@type":"Person","@id":"https:\/\/www.yorku.ca\/yfile\/#\/schema\/person\/c31100c4bc540ab4f738557fdc4232d6","name":"ashleygc","image":{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/secure.gravatar.com\/avatar\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/29c936e1b9ea858bc3a60b4e624751572a1d0582545fc64ca5adcc2adc837d6e?s=96&d=mm&r=g","caption":"ashleygc"},"url":"https:\/\/www.yorku.ca\/yfile\/author\/ashleygc\/"}]}},"taxonomy_info":{"category":[{"value":11,"label":"Latest News"},{"value":22,"label":"Research &amp; Innovation"}],"post_tag":[{"value":56,"label":"Artificial Intelligence (AI)"},{"value":33,"label":"Equity Diversity Inclusion (EDI)"},{"value":6,"label":"Faculty"},{"value":61,"label":"Faculty of Science"},{"value":21,"label":"Research"},{"value":47,"label":"SDG 10"},{"value":16,"label":"SDG 17"},{"value":23,"label":"SDG 3"},{"value":37,"label":"SDG 9"},{"value":15,"label":"SDGs"},{"value":4,"label":"YFile"}],"yfileauthor":[{"value":204,"label":"YFile Staff"}],"qualifier":[{"value":198,"label":"By"}],"yfile-author":[{"value":304,"label":"Ashley Goodfellow Craig"}],"tags-to-show":[{"value":160,"label":"Artificial Intelligence (AI)"},{"value":177,"label":"Equity Diversity Inclusion (EDI)"},{"value":147,"label":"Faculty"},{"value":168,"label":"Faculty of Science"},{"value":154,"label":"Research"},{"value":158,"label":"SDGs"}]},"featured_image_src_large":["https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2026\/04\/Health-care-doctors-medicine-scaled-e1776357704432-1024x341.jpg",1024,341,true],"author_info":{"display_name":"ashleygc","author_link":"https:\/\/www.yorku.ca\/yfile\/author\/ashleygc\/"},"comment_info":0,"category_info":[{"term_id":11,"name":"Latest News","slug":"latest-news","term_group":0,"term_taxonomy_id":11,"taxonomy":"category","description":"","parent":0,"count":12674,"filter":"raw","cat_ID":11,"category_count":12674,"category_description":"","cat_name":"Latest News","category_nicename":"latest-news","category_parent":0},{"term_id":22,"name":"Research &amp; Innovation","slug":"research-innovation","term_group":0,"term_taxonomy_id":22,"taxonomy":"category","description":"","parent":0,"count":1335,"filter":"raw","cat_ID":22,"category_count":1335,"category_description":"","cat_name":"Research &amp; Innovation","category_nicename":"research-innovation","category_parent":0}],"tag_info":[{"term_id":56,"name":"Artificial Intelligence (AI)","slug":"ai","term_group":0,"term_taxonomy_id":56,"taxonomy":"post_tag","description":"","parent":0,"count":136,"filter":"raw"},{"term_id":33,"name":"Equity Diversity Inclusion (EDI)","slug":"equity","term_group":0,"term_taxonomy_id":33,"taxonomy":"post_tag","description":"","parent":0,"count":491,"filter":"raw"},{"term_id":6,"name":"Faculty","slug":"faculty","term_group":0,"term_taxonomy_id":6,"taxonomy":"post_tag","description":"","parent":0,"count":2005,"filter":"raw"},{"term_id":61,"name":"Faculty of Science","slug":"science","term_group":0,"term_taxonomy_id":61,"taxonomy":"post_tag","description":"","parent":0,"count":587,"filter":"raw"},{"term_id":21,"name":"Research","slug":"research","term_group":0,"term_taxonomy_id":21,"taxonomy":"post_tag","description":"","parent":0,"count":2309,"filter":"raw"},{"term_id":47,"name":"SDG 10","slug":"sdg-10","term_group":0,"term_taxonomy_id":47,"taxonomy":"post_tag","description":"","parent":0,"count":443,"filter":"raw"},{"term_id":16,"name":"SDG 17","slug":"sdg-17","term_group":0,"term_taxonomy_id":16,"taxonomy":"post_tag","description":"","parent":0,"count":319,"filter":"raw"},{"term_id":23,"name":"SDG 3","slug":"sdg-3","term_group":0,"term_taxonomy_id":23,"taxonomy":"post_tag","description":"","parent":0,"count":331,"filter":"raw"},{"term_id":37,"name":"SDG 9","slug":"sdg-9","term_group":0,"term_taxonomy_id":37,"taxonomy":"post_tag","description":"","parent":0,"count":180,"filter":"raw"},{"term_id":15,"name":"SDGs","slug":"sdg","term_group":0,"term_taxonomy_id":15,"taxonomy":"post_tag","description":"","parent":0,"count":1247,"filter":"raw"},{"term_id":4,"name":"YFile","slug":"yfile","term_group":0,"term_taxonomy_id":4,"taxonomy":"post_tag","description":"","parent":0,"count":5297,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/405908","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/users\/2386"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/comments?post=405908"}],"version-history":[{"count":8,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/405908\/revisions"}],"predecessor-version":[{"id":405978,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/405908\/revisions\/405978"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/media\/405910"}],"wp:attachment":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/media?parent=405908"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/categories?post=405908"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/tags?post=405908"},{"taxonomy":"yfileauthor","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/yfileauthor?post=405908"},{"taxonomy":"qualifier","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/qualifier?post=405908"},{"taxonomy":"yfile-author","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/yfile-author?post=405908"},{"taxonomy":"tags-to-show","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/tags-to-show?post=405908"},{"taxonomy":"workflow","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/workflow?post=405908"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}