{"id":44626,"date":"2024-03-01T09:34:48","date_gmt":"2024-03-01T09:34:48","guid":{"rendered":"https:\/\/www.innovationnewsnetwork.com\/?p=44626"},"modified":"2024-03-01T09:34:48","modified_gmt":"2024-03-01T09:34:48","slug":"machine-learning-model-enhances-prediction-of-liver-cancer-risk","status":"publish","type":"post","link":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/","title":{"rendered":"Machine Learning model enhances prediction of liver cancer risk"},"content":{"rendered":"<h2>Groundbreaking research by the UC Davis Health team has pioneered a Machine Learning model that accurately predicts liver cancer risk.<\/h2>\n<p>The collaboration between clinicians and data scientists at UC Davis Health has yielded a revolutionary <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2772572324000074\" target=\"_blank\" rel=\"noopener\">Machine Learning model designed to predict the likelihood of hepatocellular carcinoma (HCC),<\/a> a prevalent form of liver cancer.<\/p>\n<p>The findings demonstrate how AI techniques can assist physicians in providing early risk HHC risk assessment for metabolic dysfunction-associated steatotic liver disease (MASLD) patients, helping to provide more personalised care.<\/p>\n<p>Study co-author Aniket Alurwar, clinical informatics specialist at the UC Davis\u00a0Center for Precision Medicine and Data Sciences, commented: &#8220;MASLD can lead to HCC, but the disease is quite sneaky, and it&#8217;s often unclear which patients face that risk.<\/p>\n<p>&#8220;It doesn&#8217;t make sense to biopsy every patient with MASLD, but if we can segment for risk, we can track those people more closely and perhaps catch HCC early.&#8221;<\/p>\n<h3>Addressing the threat of MASLD<\/h3>\n<p>MASLD, formerly known as nonalcoholic fatty liver disease (NAFLD), presents a significant health challenge, particularly as it is intricately linked with metabolic disorders such as Type 2 diabetes.<\/p>\n<p><a href=\"https:\/\/www.niddk.nih.gov\/health-information\/liver-disease\/nafld-nash\/definition-facts\" target=\"_blank\" rel=\"noopener\">With approximately a quarter of Americans affected by some form of MASLD<\/a>, the stakes are high. The team&#8217;s study represents an exciting method of leveraging the capabilities of Machine Learning algorithms to identify disease risk.<\/p>\n<h3>Unveiling the power of predictive learning<\/h3>\n<p>Nine open-source algorithms were tested, and five were selected for additional evaluation and model development.<\/p>\n<p>These chosen algorithms were trained using deidentified health data from 1,561 UC Davis Health MASLD patients, among whom 227 later developed HCC.<\/p>\n<p>Subsequently, these top five algorithms underwent validation using data from 686 UC San Francisco patients sourced from deidentified medical records.<\/p>\n<p>Among these patients, 176 were diagnosed with HCC. Ultimately, the Gradient Boosted Trees algorithm emerged as the most accurate prediction model, demonstrating superior statistical accuracy, sensitivity, and specificity.<\/p>\n<h3>Identifying new risk factors<\/h3>\n<p>While advanced liver fibrosis remains a prominent risk indicator for HCC, typified by elevated Fibrosis-4 Index (FIB-4) scores, the team&#8217;s analysis unearthed additional predictors, including high cholesterol, hypertension, bilirubin levels, and alkaline phosphatase (ALP) activity.<\/p>\n<p>The team discovered various pathways leading to HCC, with high FIB-4 levels being the most evident. Interestingly, some patients with low FIB-4 levels but elevated cholesterol, bilirubin, and hypertension also developed HCC.<\/p>\n<p>However, according to current guidelines, such patients would not typically receive preventive care measures.<\/p>\n<p>This multifactorial approach significantly enhanced the predictive accuracy of the Machine Learning model to 92.23%.<\/p>\n<p>With an impressive accuracy rate, the pilot model stands as a testament to the potential of <a href=\"https:\/\/www.innovationnewsnetwork.com\/how-ai-could-revolutionise-the-world-of-healthcare\/36952\/\">AI in healthcare.<\/a><\/p>\n<p>Notably, the model identified &#8216;low-risk&#8217; MASLD patients who may still face heightened HCC susceptibility, challenging conventional screening protocols.<\/p>\n<h3>A roadmap to future AI advancements<\/h3>\n<p>Looking ahead, the UC Davis team remains committed to refining their model. By integrating clinical notes and exploring advanced <a href=\"https:\/\/www.innovationnewsnetwork.com\/artificial-intelligence\/\">AI techniques<\/a> like natural language processing, they aim to further enhance predictive accuracy.<\/p>\n<p>Ultimately, their vision extends to seamlessly integrating these advancements into electronic health records, empowering clinicians with real-time risk assessments.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.<\/p>\n","protected":false},"author":15,"featured_media":44638,"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":[570,24493,849],"acf":[],"yoast_head":"\n<title>Machine learning model enhances prediction of liver cancer risk<\/title>\n<meta name=\"description\" content=\"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.\" \/>\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\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning model enhances prediction of liver cancer risk\" \/>\n<meta property=\"og:description\" content=\"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\" \/>\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=\"2024-03-01T09:34:48+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jack Thomas\" \/>\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=\"Jack Thomas\" \/>\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\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\"},\"author\":{\"name\":\"Jack Thomas\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/e34bceac54cf8934b0df3f4c8c2a649d\"},\"headline\":\"Machine Learning model enhances prediction of liver cancer risk\",\"datePublished\":\"2024-03-01T09:34:48+00:00\",\"dateModified\":\"2024-03-01T09:34:48+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\"},\"wordCount\":507,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg\",\"keywords\":[\"Artificial Intelligence\",\"Diseases and Conditions\",\"Health Technology\"],\"articleSection\":[\"Health\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\",\"name\":\"Machine learning model enhances prediction of liver cancer risk\",\"isPartOf\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg\",\"datePublished\":\"2024-03-01T09:34:48+00:00\",\"dateModified\":\"2024-03-01T09:34:48+00:00\",\"description\":\"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg\",\"contentUrl\":\"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg\",\"width\":1920,\"height\":1080,\"caption\":\"\u00a9 shutterstock\/Summit Art Creations\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.innovationnewsnetwork.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning model enhances prediction of liver cancer risk\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#website\",\"url\":\"https:\/\/www.innovationnewsnetwork.com\/\",\"name\":\"Innovation News Network\",\"description\":\"Science, Research &amp; 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\/e34bceac54cf8934b0df3f4c8c2a649d\",\"name\":\"Jack Thomas\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b61be388a9781729729469d3dcf95087?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b61be388a9781729729469d3dcf95087?s=96&d=mm&r=g\",\"caption\":\"Jack Thomas\"},\"sameAs\":[\"https:\/\/www.innovationnewsnetwork.com\"],\"url\":\"https:\/\/www.innovationnewsnetwork.com\/author\/jackthomas\/\"}]}<\/script>\n","yoast_head_json":{"title":"Machine learning model enhances prediction of liver cancer risk","description":"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.","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\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/","og_locale":"en_GB","og_type":"article","og_title":"Machine Learning model enhances prediction of liver cancer risk","og_description":"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.","og_url":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/","og_site_name":"Innovation News Network","article_publisher":"https:\/\/www.facebook.com\/InnoNewsNetwork","article_published_time":"2024-03-01T09:34:48+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg","type":"image\/jpeg"}],"author":"Jack Thomas","twitter_card":"summary_large_image","twitter_creator":"@InnoNewsNetwork","twitter_site":"@InnoNewsNetwork","twitter_misc":{"Written by":"Jack Thomas","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#article","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/"},"author":{"name":"Jack Thomas","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/e34bceac54cf8934b0df3f4c8c2a649d"},"headline":"Machine Learning model enhances prediction of liver cancer risk","datePublished":"2024-03-01T09:34:48+00:00","dateModified":"2024-03-01T09:34:48+00:00","mainEntityOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/"},"wordCount":507,"commentCount":0,"publisher":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg","keywords":["Artificial Intelligence","Diseases and Conditions","Health Technology"],"articleSection":["Health"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/","url":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/","name":"Machine learning model enhances prediction of liver cancer risk","isPartOf":{"@id":"https:\/\/www.innovationnewsnetwork.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage"},"image":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage"},"thumbnailUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg","datePublished":"2024-03-01T09:34:48+00:00","dateModified":"2024-03-01T09:34:48+00:00","description":"UC Davis Health researchers have pioneered a Machine Learning model that accurately predicts liver cancer risk. Find out more.","breadcrumb":{"@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#primaryimage","url":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg","contentUrl":"https:\/\/www.innovationnewsnetwork.com\/wp-content\/uploads\/2024\/03\/shutterstock_Summit-Art-Creations_1694804197.jpg","width":1920,"height":1080,"caption":"\u00a9 shutterstock\/Summit Art Creations"},{"@type":"BreadcrumbList","@id":"https:\/\/www.innovationnewsnetwork.com\/machine-learning-model-enhances-prediction-of-liver-cancer-risk\/44626\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.innovationnewsnetwork.com\/"},{"@type":"ListItem","position":2,"name":"Machine Learning model enhances prediction of liver cancer risk"}]},{"@type":"WebSite","@id":"https:\/\/www.innovationnewsnetwork.com\/#website","url":"https:\/\/www.innovationnewsnetwork.com\/","name":"Innovation News Network","description":"Science, Research &amp; 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\/e34bceac54cf8934b0df3f4c8c2a649d","name":"Jack Thomas","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.innovationnewsnetwork.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b61be388a9781729729469d3dcf95087?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b61be388a9781729729469d3dcf95087?s=96&d=mm&r=g","caption":"Jack Thomas"},"sameAs":["https:\/\/www.innovationnewsnetwork.com"],"url":"https:\/\/www.innovationnewsnetwork.com\/author\/jackthomas\/"}]}},"publishpress_future_action":{"enabled":false,"date":"2025-02-07 14:55:27","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category"},"_links":{"self":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/44626"}],"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\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/comments?post=44626"}],"version-history":[{"count":3,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/44626\/revisions"}],"predecessor-version":[{"id":44645,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/posts\/44626\/revisions\/44645"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media\/44638"}],"wp:attachment":[{"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/media?parent=44626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/categories?post=44626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.innovationnewsnetwork.com\/wp-json\/wp\/v2\/tags?post=44626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}