{"id":48806,"date":"2024-06-28T11:24:02","date_gmt":"2024-06-28T10:24:02","guid":{"rendered":"https:\/\/www.innovationnewsnetwork.com\/?p=48806"},"modified":"2024-06-28T11:28:13","modified_gmt":"2024-06-28T10:28:13","slug":"study-reveals-ai-models-that-analyse-medical-images-can-be-biased","status":"publish","type":"post","link":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/","title":{"rendered":"Study reveals AI models that analyse medical images can be biased"},"content":{"rendered":"

Research has found that AI models, which can analyse medical images to predict a patient\u2019s race, gender, and age, take shortcuts when making medical diagnoses.<\/h2>\n

AI models often play a role in medical diagnoses, especially when analysing medical images such as X-rays.<\/p>\n

However, studies have found that these models don\u2019t always perform well across all demographic groups, usually faring worse on women and people of colour.<\/p>\n

In 2022, MIT researchers reported that AI models can make\u00a0accurate predictions\u00a0about a patient\u2019s race from their chest X-rays \u2014 something that the most skilled radiologists can\u2019t do.<\/p>\n

That research team has now found that the models that are most accurate at making demographic predictions also show the biggest \u2018fairness gaps\u2019 \u2014 that is, discrepancies in their ability to accurately diagnose images of people of different races or genders.<\/p>\n

The findings suggest that these models may be using \u2018demographic shortcuts\u2019 when making their diagnostic evaluations, which lead to incorrect results for several groups.<\/p>\n

Removing bias from AI models<\/h3>\n

As of May 2024, the FDA\u00a0has approved<\/a>\u00a0882 AI-enabled medical devices, 671 of which are designed for radiology.<\/p>\n

\u201cMany popular machine learning models have superhuman demographic prediction capacity \u2014 radiologists cannot detect self-reported race from a chest X-ray,\u201d explained Marzyeh Ghassemi, the study\u2019s senior author.<\/p>\n

\u201cAI models that are good at predicting disease<\/a>, but during training are learning to predict other things that may not be desirable.\u201d<\/p>\n

In this study, the researchers explored why these models don\u2019t work as well for certain groups. In particular, they wanted to see if the models were using demographic shortcuts to make predictions from medical images that were less accurate for some groups.<\/p>\n

Using publicly available chest X-ray datasets from Beth Israel Deaconess Medical Center in Boston, the researchers trained AI models to predict whether patients had one of three different medical conditions: fluid buildup in the lungs, collapsed lung, or enlargement of the heart.<\/p>\n

Then, they tested the models on X-rays that were held out from the training data.<\/p>\n

Overall, the models performed well, but most of them displayed \u201cfairness gaps\u201d \u2014 that is, discrepancies between accuracy rates for men and women, and for white and Black patients.<\/p>\n

Models are not always fairer<\/h3>\n

However, those approaches only worked when the models were tested on data from the same types of patients that they were trained on.<\/p>\n

When the researchers tested the \u2018debiased\u2019 models using the BIDMC data to analyse patients from five other hospital datasets, they found that the models\u2019 overall accuracy remained high, but some of them exhibited large fairness gaps.<\/p>\n

This is worrying because, in many cases, hospitals use models developed using data from other hospitals, especially when an off-the-shelf model is purchased.<\/p>\n

Ghassemi explained: \u201cWe found that even state-of-the-art AI models which are optimally performant in data similar to their training sets are not optimal in novel settings.\u201d<\/p>\n

\u201cUnfortunately, this is actually how a model is likely to be deployed. Most models are trained and validated with data from one hospital, or one source, and then deployed widely.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"

Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.<\/p>\n","protected":false},"author":22,"featured_media":48807,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[10551],"tags":[849],"acf":[],"yoast_head":"\nAI models that analyse medical images can be biased<\/title>\n<meta name=\"description\" content=\"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.\" \/>\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.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Study reveals AI models that analyse medical images can be biased\" \/>\n<meta property=\"og:description\" content=\"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\" \/>\n<meta property=\"og:site_name\" content=\"Innovation News Network\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/InnoNewsNetwork\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-28T10:24:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-28T10:28:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"667\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Megan Traviss\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@InnoNewsNetwork\" \/>\n<meta name=\"twitter:site\" content=\"@InnoNewsNetwork\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Megan Traviss\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\"},\"author\":{\"name\":\"Megan Traviss\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/357211ccc313d0c608f22a2017c87d87\"},\"headline\":\"Study reveals AI models that analyse medical images can be biased\",\"datePublished\":\"2024-06-28T10:24:02+00:00\",\"dateModified\":\"2024-06-28T10:28:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\"},\"wordCount\":513,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg\",\"keywords\":[\"Health Technology\"],\"articleSection\":[\"Health\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\",\"name\":\"AI models that analyse medical images can be biased\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg\",\"datePublished\":\"2024-06-28T10:24:02+00:00\",\"dateModified\":\"2024-06-28T10:28:13+00:00\",\"description\":\"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg\",\"contentUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg\",\"width\":1000,\"height\":667,\"caption\":\"\u00a9 shutterstock\/Phonlamai Photo\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.innovationnewsnetwork.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Study reveals AI models that analyse medical images can be biased\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/\",\"name\":\"Innovation News Network\",\"description\":\"Science, Research & Innovation News\",\"publisher\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.innovationnewsnetwork.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\",\"name\":\"Innovation News Network\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg\",\"contentUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg\",\"width\":1920,\"height\":1080,\"caption\":\"Innovation News Network\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/InnoNewsNetwork\",\"https:\/\/x.com\/InnoNewsNetwork\",\"https:\/\/www.linkedin.com\/company\/innovation-news-network\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/357211ccc313d0c608f22a2017c87d87\",\"name\":\"Megan Traviss\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/73297bad56a7550ffe7b7c582ef5e889?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/73297bad56a7550ffe7b7c582ef5e889?s=96&d=mm&r=g\",\"caption\":\"Megan Traviss\"},\"sameAs\":[\"https:\/\/www.innovationnewsnetwork.com\",\"https:\/\/www.linkedin.com\/in\/megantraviss\/\"],\"url\":\"https:\/\/www.innovationnewsnetwork.com\/author\/megantraviss\/\"}]}<\/script>\n","yoast_head_json":{"title":"AI models that analyse medical images can be biased","description":"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.","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.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/","og_locale":"en_GB","og_type":"article","og_title":"Study reveals AI models that analyse medical images can be biased","og_description":"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.","og_url":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/","og_site_name":"Innovation News Network","article_publisher":"https:\/\/www.facebook.com\/InnoNewsNetwork","article_published_time":"2024-06-28T10:24:02+00:00","article_modified_time":"2024-06-28T10:28:13+00:00","og_image":[{"width":1000,"height":667,"url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg","type":"image\/jpeg"}],"author":"Megan Traviss","twitter_card":"summary_large_image","twitter_creator":"@InnoNewsNetwork","twitter_site":"@InnoNewsNetwork","twitter_misc":{"Written by":"Megan Traviss","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#article","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/"},"author":{"name":"Megan Traviss","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/357211ccc313d0c608f22a2017c87d87"},"headline":"Study reveals AI models that analyse medical images can be biased","datePublished":"2024-06-28T10:24:02+00:00","dateModified":"2024-06-28T10:28:13+00:00","mainEntityOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/"},"wordCount":513,"commentCount":0,"publisher":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg","keywords":["Health Technology"],"articleSection":["Health"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/","url":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/","name":"AI models that analyse medical images can be biased","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg","datePublished":"2024-06-28T10:24:02+00:00","dateModified":"2024-06-28T10:28:13+00:00","description":"Research has found that AI models take shortcuts when analysing medical images to make a diagnosis. Read more here.","breadcrumb":{"@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#primaryimage","url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg","contentUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/06\/shutterstockPhonlamai-Photo_1134483221.jpg","width":1000,"height":667,"caption":"\u00a9 shutterstock\/Phonlamai Photo"},{"@type":"BreadcrumbList","@id":"https:\/\/www.innovationnewsnetwork.com\/study-reveals-ai-models-that-analyse-medical-images-can-be-biased\/48806\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.innovationnewsnetwork.com\/"},{"@type":"ListItem","position":2,"name":"Study reveals AI models that analyse medical images can be biased"}]},{"@type":"WebSite","@id":"https:\/\/www.innovationnewsnetwork.com\/#website","url":"https:\/\/www.innovationnewsnetwork.com\/","name":"Innovation News Network","description":"Science, Research & Innovation News","publisher":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.innovationnewsnetwork.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/www.innovationnewsnetwork.com\/#organization","name":"Innovation News Network","url":"https:\/\/www.innovationnewsnetwork.com\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg","contentUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2022\/01\/inn-logo-yoast-seo-organisation-1920-1080-001.jpg","width":1920,"height":1080,"caption":"Innovation News Network"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/InnoNewsNetwork","https:\/\/x.com\/InnoNewsNetwork","https:\/\/www.linkedin.com\/company\/innovation-news-network\/"]},{"@type":"Person","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/357211ccc313d0c608f22a2017c87d87","name":"Megan Traviss","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/73297bad56a7550ffe7b7c582ef5e889?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/73297bad56a7550ffe7b7c582ef5e889?s=96&d=mm&r=g","caption":"Megan Traviss"},"sameAs":["https:\/\/www.innovationnewsnetwork.com","https:\/\/www.linkedin.com\/in\/megantraviss\/"],"url":"https:\/\/www.innovationnewsnetwork.com\/author\/megantraviss\/"}]}},"publishpress_future_action":{"enabled":false,"date":"2025-03-05 23:33:26","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category"},"_links":{"self":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/48806"}],"collection":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/comments?post=48806"}],"version-history":[{"count":2,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/48806\/revisions"}],"predecessor-version":[{"id":48809,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/48806\/revisions\/48809"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media\/48807"}],"wp:attachment":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media?parent=48806"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/categories?post=48806"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/tags?post=48806"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}