{"id":394853,"date":"2025-04-30T14:30:14","date_gmt":"2025-04-30T18:30:14","guid":{"rendered":"https:\/\/www.yorku.ca\/yfile\/?p=394853"},"modified":"2025-04-30T14:30:16","modified_gmt":"2025-04-30T18:30:16","slug":"ai-focused-research-gives-new-hope-for-osteoarthritis-treatment","status":"publish","type":"post","link":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/","title":{"rendered":"AI-focused research gives new hope for osteoarthritis treatment\u00a0"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Using artificial intelligence (AI) and deep learning, York University Assistant Professor <strong>Divya Sharma<\/strong> is reshaping the future of knee osteoarthritis treatment, opening the door for more personalized treatment options.&nbsp;<\/h3>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Sharma, from the <a href=\"https:\/\/www.yorku.ca\/science\/\" target=\"_blank\" rel=\"noreferrer noopener\">Faculty of Science<\/a>, is co-first author on a pioneering study that combines various biological markers from patient samples \u2013 such as blood and joint fluid \u2013 to identify distinct patient groups and predict their responses to joint replacement surgery.\u00a0<\/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=\"width:346px;height:auto\"\/><figcaption class=\"wp-element-caption\">Divya Sharma<\/figcaption><\/figure>\n<\/div>\n\n\n<p>The study was published in <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0003496725000573?via%3Dihub\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Annals of the Rheumatic Diseases<\/em><\/a> and conducted in collaboration with Mohit Kapoor, Tier 1 Canada Research Chair in the Mechanisms of Joint Degeneration at the University of Toronto, and the research team at the Kapoor Lab, Schroeder Arthritis Institute and University Health Network (UHN).&nbsp;<\/p>\n\n\n\n<p>This research is the first of its kind to comprehensively integrate and analyze multiple biological markers linked to knee osteoarthritis, a leading cause of disability worldwide.&nbsp;<\/p>\n\n\n\n<p>The study, which examined approximately 2,700 features across patient samples, enables researchers to identify distinct biological subtypes \u2013 known as \"endotypes\" \u2013 among patients. Using clustering techniques, researchers were able to identify new endotypes of knee osteoarthritis and advance understanding of replacement surgery outcomes.&nbsp;<\/p>\n\n\n\n<p>\u201cOur research marks a significant leap forward,\u201d says Sharma. \u201cInstead of relying solely on traditional clinical assessments, we can now offer a more refined and precise approach to understanding knee osteoarthritis, which is essential for improving patient outcomes.\u201d&nbsp;<\/p>\n\n\n\n<p>The application of advanced deep learning techniques in this study allows for novel insights into how patients may respond to joint replacement surgery. This data-driven methodology has the potential to reshape treatment plans, offering tailored therapeutic strategies that move beyond a one-size-fits-all model.&nbsp;<\/p>\n\n\n\n<p>&nbsp;Clinicians often base surgical recommendations on a limited subset of patient data, which, according to Sharma, can contribute to variability and unpredictability in outcomes.&nbsp;<\/p>\n\n\n\n<p>This study changes that landscape by effectively combining clinical data with extensive biological information, thereby enhancing the predictive capabilities surrounding surgical success.&nbsp;<\/p>\n\n\n\n<p>\u201cBy utilizing the power of AI and machine learning, we are moving towards a more personalized treatment paradigm for osteoarthritis,\u201d says Sharma. \u201cIt\u2019s about understanding the unique biological makeup of each patient to provide the most effective care.\u201d&nbsp;<\/p>\n\n\n\n<p>The implications of this research extend beyond academia, she adds. The study has captured the attention of the medical community and was featured in UHN News. &nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new study led by Faculty of Science Assistant Professor Divya Sharma explores how the integration of artificial intelligence (AI) and biology lead to unprecedented advancements in joint replacement surgery outcomes.<\/p>\n","protected":false},"author":2386,"featured_media":394855,"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":[25,22],"tags":[56,6,61,21,4],"yfileauthor":[204],"qualifier":[198],"yfile-author":[304],"tags-to-show":[160,147,168,154],"workflow":[],"class_list":["post-394853","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-editors-picks","category-research-innovation","tag-ai","tag-faculty","tag-science","tag-research","tag-yfile","yfileauthor-yfilestaff","qualifier-by","yfile-author-ashley-goodfellow-craig","tags-to-show-artificial-intelligence-ai","tags-to-show-faculty","tags-to-show-faculty-of-science","tags-to-show-research"],"acf":{"internal_publish_date":null,"original_image":null},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI-focused research gives new hope for osteoarthritis treatment\u00a0 - 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\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-focused research gives new hope for osteoarthritis treatment\u00a0 - YFile\" \/>\n<meta property=\"og:description\" content=\"A new study led by Faculty of Science Assistant Professor Divya Sharma explores how the integration of artificial intelligence (AI) and biology lead to unprecedented advancements in joint replacement surgery outcomes.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/\" \/>\n<meta property=\"og:site_name\" content=\"YFile\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-30T18:30:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-30T18:30:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1472\" \/>\n\t<meta property=\"og:image:height\" content=\"490\" \/>\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=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/\"},\"author\":{\"name\":\"ashleygc\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#\\\/schema\\\/person\\\/c31100c4bc540ab4f738557fdc4232d6\"},\"headline\":\"AI-focused research gives new hope for osteoarthritis treatment\u00a0\",\"datePublished\":\"2025-04-30T18:30:14+00:00\",\"dateModified\":\"2025-04-30T18:30:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/\"},\"wordCount\":397,\"image\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2025\\\/04\\\/blood-lab-science-computer-e1745944533208.jpeg\",\"keywords\":[\"Artificial Intelligence (AI)\",\"Faculty\",\"Faculty of Science\",\"Research\",\"YFile\"],\"articleSection\":[\"Editor's Picks\",\"Research &amp; Innovation\"],\"inLanguage\":\"en-CA\",\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/\",\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/\",\"name\":\"AI-focused research gives new hope for osteoarthritis treatment\u00a0 - YFile\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2025\\\/04\\\/blood-lab-science-computer-e1745944533208.jpeg\",\"datePublished\":\"2025-04-30T18:30:14+00:00\",\"dateModified\":\"2025-04-30T18:30:16+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/#\\\/schema\\\/person\\\/c31100c4bc540ab4f738557fdc4232d6\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#breadcrumb\"},\"inLanguage\":\"en-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-CA\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2025\\\/04\\\/blood-lab-science-computer-e1745944533208.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/wp-content\\\/uploads\\\/sites\\\/889\\\/2025\\\/04\\\/blood-lab-science-computer-e1745944533208.jpeg\",\"width\":1472,\"height\":490,\"caption\":\"Researchers testing blood samples in a lab with computers on the desk\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/2025\\\/04\\\/30\\\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.yorku.ca\\\/yfile\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI-focused research gives new hope for osteoarthritis treatment\u00a0\"}]},{\"@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":"AI-focused research gives new hope for osteoarthritis treatment\u00a0 - 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\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/","og_locale":"en_US","og_type":"article","og_title":"AI-focused research gives new hope for osteoarthritis treatment\u00a0 - YFile","og_description":"A new study led by Faculty of Science Assistant Professor Divya Sharma explores how the integration of artificial intelligence (AI) and biology lead to unprecedented advancements in joint replacement surgery outcomes.","og_url":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/","og_site_name":"YFile","article_published_time":"2025-04-30T18:30:14+00:00","article_modified_time":"2025-04-30T18:30:16+00:00","og_image":[{"width":1472,"height":490,"url":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg","type":"image\/jpeg"}],"author":"ashleygc","twitter_card":"summary_large_image","twitter_misc":{"Written by":"ashleygc","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#article","isPartOf":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/"},"author":{"name":"ashleygc","@id":"https:\/\/www.yorku.ca\/yfile\/#\/schema\/person\/c31100c4bc540ab4f738557fdc4232d6"},"headline":"AI-focused research gives new hope for osteoarthritis treatment\u00a0","datePublished":"2025-04-30T18:30:14+00:00","dateModified":"2025-04-30T18:30:16+00:00","mainEntityOfPage":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/"},"wordCount":397,"image":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg","keywords":["Artificial Intelligence (AI)","Faculty","Faculty of Science","Research","YFile"],"articleSection":["Editor's Picks","Research &amp; Innovation"],"inLanguage":"en-CA","copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/www.yorku.ca\/yfile\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/","url":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/","name":"AI-focused research gives new hope for osteoarthritis treatment\u00a0 - YFile","isPartOf":{"@id":"https:\/\/www.yorku.ca\/yfile\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#primaryimage"},"image":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg","datePublished":"2025-04-30T18:30:14+00:00","dateModified":"2025-04-30T18:30:16+00:00","author":{"@id":"https:\/\/www.yorku.ca\/yfile\/#\/schema\/person\/c31100c4bc540ab4f738557fdc4232d6"},"breadcrumb":{"@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#breadcrumb"},"inLanguage":"en-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/"]}]},{"@type":"ImageObject","inLanguage":"en-CA","@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#primaryimage","url":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg","contentUrl":"https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208.jpeg","width":1472,"height":490,"caption":"Researchers testing blood samples in a lab with computers on the desk"},{"@type":"BreadcrumbList","@id":"https:\/\/www.yorku.ca\/yfile\/2025\/04\/30\/ai-focused-research-gives-new-hope-for-osteoarthritis-treatment\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.yorku.ca\/yfile\/"},{"@type":"ListItem","position":2,"name":"AI-focused research gives new hope for osteoarthritis treatment\u00a0"}]},{"@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":25,"label":"Editor's Picks"},{"value":22,"label":"Research &amp; Innovation"}],"post_tag":[{"value":56,"label":"Artificial Intelligence (AI)"},{"value":6,"label":"Faculty"},{"value":61,"label":"Faculty of Science"},{"value":21,"label":"Research"},{"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":147,"label":"Faculty"},{"value":168,"label":"Faculty of Science"},{"value":154,"label":"Research"}]},"featured_image_src_large":["https:\/\/www.yorku.ca\/yfile\/wp-content\/uploads\/sites\/889\/2025\/04\/blood-lab-science-computer-e1745944533208-1024x341.jpeg",1024,341,true],"author_info":{"display_name":"ashleygc","author_link":"https:\/\/www.yorku.ca\/yfile\/author\/ashleygc\/"},"comment_info":0,"category_info":[{"term_id":25,"name":"Editor's Picks","slug":"editors-picks","term_group":0,"term_taxonomy_id":25,"taxonomy":"category","description":"","parent":0,"count":6270,"filter":"raw","cat_ID":25,"category_count":6270,"category_description":"","cat_name":"Editor's Picks","category_nicename":"editors-picks","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":1340,"filter":"raw","cat_ID":22,"category_count":1340,"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":137,"filter":"raw"},{"term_id":6,"name":"Faculty","slug":"faculty","term_group":0,"term_taxonomy_id":6,"taxonomy":"post_tag","description":"","parent":0,"count":2014,"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":2315,"filter":"raw"},{"term_id":4,"name":"YFile","slug":"yfile","term_group":0,"term_taxonomy_id":4,"taxonomy":"post_tag","description":"","parent":0,"count":5316,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/394853","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=394853"}],"version-history":[{"count":4,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/394853\/revisions"}],"predecessor-version":[{"id":394910,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/posts\/394853\/revisions\/394910"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/media\/394855"}],"wp:attachment":[{"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/media?parent=394853"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/categories?post=394853"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/tags?post=394853"},{"taxonomy":"yfileauthor","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/yfileauthor?post=394853"},{"taxonomy":"qualifier","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/qualifier?post=394853"},{"taxonomy":"yfile-author","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/yfile-author?post=394853"},{"taxonomy":"tags-to-show","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/tags-to-show?post=394853"},{"taxonomy":"workflow","embeddable":true,"href":"https:\/\/www.yorku.ca\/yfile\/wp-json\/wp\/v2\/workflow?post=394853"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}