{"id":85007,"date":"2022-11-24T09:35:37","date_gmt":"2022-11-24T07:35:37","guid":{"rendered":"https:\/\/www.technion.ac.il\/blog\/dr-ai-whats-my-diagnosis\/"},"modified":"2022-11-24T09:35:37","modified_gmt":"2022-11-24T07:35:37","slug":"dr-ai-whats-my-diagnosis","status":"publish","type":"post","link":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/","title":{"rendered":"Dr. AI, What\u2019s My Diagnosis?"},"content":{"rendered":"<p>One in nine women in the developed world will be diagnosed with breast cancer at some point in her life. The prevalence of breast cancer is increasing, an effect caused in part by the modern lifestyle and increased lifespans. Thankfully, treatments are becoming more efficient and more personalized. However, what isn\u2019t increasing \u2013 and is in fact decreasing \u2013\u00a0 is the number of pathologists, or the doctors whose specialization is examining body tissues to provide the specific diagnosis necessary for personalized medicine. A team of researchers at the Technion \u2013 Israel Institute of Technology have therefore made it their quest to turn computers into effective pathologists\u2019 assistants, simplifying and improving the human doctor\u2019s work. Their new study was recently published in <a href=\"https:\/\/www.nature.com\/articles\/s41467-022-34275-9\"><em>Nature Communications<\/em><\/a>.<\/p>\n<figure id=\"attachment_52322\" aria-describedby=\"caption-attachment-52322\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-scaled.jpg\"><img decoding=\"async\" class=\"wp-image-52322 size-medium\" src=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg\" alt=\"L-R: Amir Livne, Dr. Gil Shamai and Prof. Ron Kimmel\" width=\"300\" height=\"225\" \/><\/a><figcaption id=\"caption-attachment-52322\" class=\"wp-caption-text\">L-R: Amir Livne, Dr. Gil Shamai and Prof. Ron Kimmel<\/figcaption><\/figure>\n<p>The specific task that Dr. Gil Shamai and Amir Livne from the lab of Professor Ron Kimmel from the Henry and Marilyn Taub Faculty of Computer Science at the Technion set out to achieve lies within the realm of immunotherapy. Immunotherapy has been gaining prominence in recent years as an effective, sometimes even game-changing, treatment for several types of cancer. The basis of this form of therapy is encouraging the body\u2019s own immune system to attack the tumor. However, such therapy needs to be personalized as the correct medication must be administered to the patients who stand to benefit from it based on the specific characteristics of the tumor.<\/p>\n<p>Multiple natural mechanisms prevent our immune systems from attacking our own bodies. These mechanisms are often exploited by cancer tumors to evade the immune system. One such mechanism is related to the PD-L1 protein \u2013 some tumors display it, and it acts as a sort of password by erroneously convincing the immune system that the cancer should not be attacked. Specific immunotherapy for PD-L1 can persuade the immune system to ignore this particular password, but of course would only be effective when the tumor expresses the PD-L1.<\/p>\n<p>It is a pathologist\u2019s task to determine whether a patient\u2019s tumor expresses PD-L1. Expensive chemical markers are used to stain a biopsy taken from the tumor in order to obtain the answer. The process is non-trivial, time-consuming, and at times inconsistent. Dr. Shamai and his team took a different approach. In recent years, it has become an FDA-approved practice for biopsies to be scanned so they can be used for digital pathological analysis. Amir Livne, Dr. Shamai and Prof. Kimmel decided to see if a neural network could use these scans to make the diagnosis without requiring additional processes. \u201cThey told us it couldn\u2019t be done,\u201d the team said, \u201cso of course, we had to prove them wrong.\u201d<\/p>\n<p>Neural networks are trained in a manner similar to how children learn: they are presented with multiple tagged examples. A child is shown many dogs and many &#8220;not-dogs&#8221;, and from these examples forms an idea of what \u201cdog\u201d is. The neural network Prof. Kimmel\u2019s team developed was presented with digital biopsy images from 3,376 patients that were tagged as either expressing or not expressing PD-L1. After preliminary validation, it was asked to determine whether additional clinical trial biopsy images from 275 patients were positive or negative for PD-L1. It performed better than expected: for 70% of the patients, it was able to confidently and correctly determine the answer. For the remaining 30% of the patients, the program could not find the visual patterns that would enable it to decide one way or the other. Interestingly, in the cases where the artificial intelligence (AI) disagreed with the human pathologist\u2019s determination, a second test proved the AI to be right.<\/p>\n<figure id=\"attachment_52323\" aria-describedby=\"caption-attachment-52323\" style=\"width: 200px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/2-1-1.jpg\"><img decoding=\"async\" class=\"wp-image-52323 size-medium\" src=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/2-1-1-200x300.jpg\" alt=\"Dr. Gil Shamai\" width=\"200\" height=\"300\" \/><\/a><figcaption id=\"caption-attachment-52323\" class=\"wp-caption-text\">Dr. Gil Shamai<\/figcaption><\/figure>\n<p>\u201cThis is a momentous achievement,\u201d Prof. Kimmel explained. \u201cThe variations that the computer found \u2013 they are not distinguishable to the human eye. Cells arrange themselves differently if they present PD-L1 or not, but the differences are so small that even a trained pathologist can\u2019t confidently identify them. Now our neural network can.\u201d<\/p>\n<p>This achievement is the work of a team comprised of Dr. Gil Shamai and graduate student Amir Livne, who developed the technology and designed the experiments, Dr. Ant\u00f3nio Pol\u00f3nia from the Institute of Molecular Pathology and Immunology of the University of Porto, Portugal, Professor Edmond Sabo and Dr. Alexandra Cretu from Carmel Medical Center in Haifa, Israel, who are expert pathologists that conducted the research, and with the support of Professor Gil Bar-Sela, head of oncology and hematology division at Haemek Medical Center in Afula, Israel.<\/p>\n<p>\u201cIt\u2019s an amazing opportunity to bring together artificial intelligence and medicine,\u201d Dr. Shamai said. \u201cI love mathematics, I love developing algorithms. Being able to use my skills to help people, to advance medicine \u2013 it\u2019s more than I expected when I started out as a computer science student.\u201d He is now leading a team of 15 researchers, who are taking this project to the next level.<\/p>\n<p>\u201cWe expect AI to become a powerful tool in doctors\u2019 hands,\u201d shared Prof. Kimmel. \u201cAI can assist in making or verifying a diagnosis, it can help match the treatment to the individual patient, it can offer a prognosis. I do not think it can, or should, replace the human doctor. But it can make some elements of doctors\u2019 work simpler, faster, and more precise.\u201d<\/p>\n<figure id=\"attachment_52324\" aria-describedby=\"caption-attachment-52324\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/3-6.jpg\"><img decoding=\"async\" class=\"wp-image-52324 size-medium\" src=\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/3-6-300x220.jpg\" alt=\"a. A 2D visualization of the image feature vectors by applying t-SNE. Each point represents a single patient in the BCCA test set. The t-SNE embedding maps patients with similar image features to near points, and patients with dissimilar image features to far points. The points are colored by the PD-L1 prediction scores of their corresponding patients. The 8 patients that were classified positive by the first pathologist and low-PS by the system are marked and their classifications by both pathologists are noted. b. The TMA images corresponding to the t-SNE embedding are presented. Several examples of low and high prediction score images are shown, to demonstrate the characteristics observed by the pathologists. Examples of partially missing tissues are shown at the bottom.\" width=\"300\" height=\"220\" \/><\/a><figcaption id=\"caption-attachment-52324\" class=\"wp-caption-text\">a. A 2D visualization of the image feature vectors by applying t-SNE. Each point represents a single patient in the BCCA test set. The t-SNE embedding maps patients with similar image features to near points, and patients with dissimilar image features to far points. The points are colored by the PD-L1 prediction scores of their corresponding patients. The 8 patients that were classified positive by the first pathologist and low-PS by the system are marked and their classifications by both pathologists are noted. b. The TMA images corresponding to the t-SNE embedding are presented. Several examples of low and high prediction score images are shown, to demonstrate the characteristics observed by the pathologists. Examples of partially missing tissues are shown at the bottom.<\/figcaption><\/figure>\n<p>For the article in <em>Nature Communications<\/em> <a href=\"https:\/\/www.nature.com\/articles\/s41467-022-34275-9\">click here<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>One in nine women in the developed world will be diagnosed with breast cancer at some point in her life. The prevalence of breast cancer is increasing, an effect caused in part by the modern lifestyle and increased lifespans. Thankfully, treatments are becoming more efficient and more personalized. However, what isn\u2019t increasing \u2013 and is&hellip; <a class=\"continue\" href=\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\">Continue Reading<span> Dr. AI, What\u2019s My Diagnosis?<\/span><\/a><\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[24],"tags":[],"class_list":["post-85007","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc<\/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.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc\" \/>\n<meta property=\"og:description\" content=\"One in nine women in the developed world will be diagnosed with breast cancer at some point in her life. The prevalence of breast cancer is increasing, an effect caused in part by the modern lifestyle and increased lifespans. Thankfully, treatments are becoming more efficient and more personalized. However, what isn\u2019t increasing \u2013 and is&hellip; Continue Reading Dr. AI, What\u2019s My Diagnosis?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\" \/>\n<meta property=\"og:site_name\" content=\"\u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc\" \/>\n<meta property=\"article:published_time\" content=\"2022-11-24T07:35:37+00:00\" \/>\n<meta name=\"author\" content=\"shelleys\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"shelleys\" \/>\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\":\"WebPage\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\",\"url\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\",\"name\":\"Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc\",\"isPartOf\":{\"@id\":\"https:\/\/www.technion.ac.il\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg\",\"datePublished\":\"2022-11-24T07:35:37+00:00\",\"author\":{\"@id\":\"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/49775ab0ed8d52cd013f2f1277a09881\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage\",\"url\":\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg\",\"contentUrl\":\"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home Page\",\"item\":\"https:\/\/www.technion.ac.il\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Dr. AI, What\u2019s My Diagnosis?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/#website\",\"url\":\"https:\/\/www.technion.ac.il\/en\/\",\"name\":\"\u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.technion.ac.il\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/49775ab0ed8d52cd013f2f1277a09881\",\"name\":\"shelleys\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/38ed48a7d51c57ef37d3ea0915ab39449c118f93badf34d989045f7f5c861c40?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/38ed48a7d51c57ef37d3ea0915ab39449c118f93badf34d989045f7f5c861c40?s=96&d=mm&r=g\",\"caption\":\"shelleys\"},\"url\":\"https:\/\/www.technion.ac.il\/en\/blog\/author\/shelleys\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc","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.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/","og_locale":"en_US","og_type":"article","og_title":"Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc","og_description":"One in nine women in the developed world will be diagnosed with breast cancer at some point in her life. The prevalence of breast cancer is increasing, an effect caused in part by the modern lifestyle and increased lifespans. Thankfully, treatments are becoming more efficient and more personalized. However, what isn\u2019t increasing \u2013 and is&hellip; Continue Reading Dr. AI, What\u2019s My Diagnosis?","og_url":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/","og_site_name":"\u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc","article_published_time":"2022-11-24T07:35:37+00:00","author":"shelleys","twitter_card":"summary_large_image","twitter_misc":{"Written by":"shelleys","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/","url":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/","name":"Dr. AI, What\u2019s My Diagnosis? - \u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc","isPartOf":{"@id":"https:\/\/www.technion.ac.il\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage"},"image":{"@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage"},"thumbnailUrl":"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg","datePublished":"2022-11-24T07:35:37+00:00","author":{"@id":"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/49775ab0ed8d52cd013f2f1277a09881"},"breadcrumb":{"@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#primaryimage","url":"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg","contentUrl":"https:\/\/www.technion.ac.il\/wp-content\/uploads\/2022\/11\/1-4-300x225.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.technion.ac.il\/en\/blog\/dr-ai-whats-my-diagnosis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home Page","item":"https:\/\/www.technion.ac.il\/en\/"},{"@type":"ListItem","position":2,"name":"Dr. AI, What\u2019s My Diagnosis?"}]},{"@type":"WebSite","@id":"https:\/\/www.technion.ac.il\/en\/#website","url":"https:\/\/www.technion.ac.il\/en\/","name":"\u05d4\u05d8\u05db\u05e0\u05d9\u05d5\u05df-\u05de\u05db\u05d5\u05df \u05d8\u05db\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9 \u05dc\u05d9\u05e9\u05e8\u05d0\u05dc","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.technion.ac.il\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/49775ab0ed8d52cd013f2f1277a09881","name":"shelleys","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.technion.ac.il\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/38ed48a7d51c57ef37d3ea0915ab39449c118f93badf34d989045f7f5c861c40?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/38ed48a7d51c57ef37d3ea0915ab39449c118f93badf34d989045f7f5c861c40?s=96&d=mm&r=g","caption":"shelleys"},"url":"https:\/\/www.technion.ac.il\/en\/blog\/author\/shelleys\/"}]}},"_links":{"self":[{"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/posts\/85007","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/comments?post=85007"}],"version-history":[{"count":0,"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/posts\/85007\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/media?parent=85007"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/categories?post=85007"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.technion.ac.il\/en\/wp-json\/wp\/v2\/tags?post=85007"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}