{"id":3009,"date":"2025-10-07T23:43:09","date_gmt":"2025-10-07T21:43:09","guid":{"rendered":"https:\/\/portale2.unime.it\/ai-healthlab\/?p=3009"},"modified":"2025-10-15T12:25:12","modified_gmt":"2025-10-15T10:25:12","slug":"intelligent-data-analysis-from-wearable-devices-for-patient-monitoring","status":"publish","type":"post","link":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/","title":{"rendered":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3009\" class=\"elementor elementor-3009\">\n\t\t\t\t<div class=\"elementor-element elementor-element-794c326b e-flex e-con-boxed e-con e-parent\" data-id=\"794c326b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51103633 elementor-widget elementor-widget-text-editor\" data-id=\"51103633\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\nThe increasing presence of wearable devices (smartwatches, low-power sensors) has paved the way to massive collection of physiological data for health, wellness, and sports applications. However, analysis of these data must be accurate, fast, and energy-efficient: our group has developed deep learning frameworks and models specifically designed to work on mobile platforms, ensuring real-time activity classification\u2014directly on the device without the need for external servers.\n<\/p>\n<p><b>Motivations &amp; Objectives<\/b><\/p>\n<ul>\n<li>Provide activity recognition solutions compatible with wearable platform computational constraints, without compromising accuracy and generalization.<\/li>\n<li>Enable intelligent and contextual analysis of human activities for telemedicine, sports, chronic prevention applications.<\/li>\n<li>Optimize the pipeline for local data processing, reducing reliance on cloud transmission (privacy, latency, energy saving).<\/li>\n<\/ul>\n<p><b>Methods, Innovations &amp; Results<\/b><\/p>\n<ul>\n<li>\n    Deep learning for human activity recognition: A resource efficient implementation on low-power devices<br>\n    <a href=\"https:\/\/ieeexplore.ieee.org\/document\/7516235\/\">BSN Conference, IEEE 2016<\/a><br>\n    <br>    Introduced a deep learning framework for activity recognition executed on-node, using signal spectrograms to achieve robust recognition against different orientations and hardware. Validated on real and laboratory datasets, the system achieves inference times and consumption compatible with continuous use.\n  <\/li>\n<li>\n    A Deep Learning Approach to on-Node Sensor Data Analytics for Mobile or Wearable Devices<br>\n    <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/28026792\/\">IEEE Journal of Biomedical and Health Informatics 2017<\/a><br>\n    <br>    Extends the method by integrating shallow and deep features, optimizing the pipeline for complex and varied activities (health, sports). Demonstrates local classification can surpass shallow or deep solutions alone.\n  <\/li>\n<li>\n    Real-Time Food Intake Classification and Energy Expenditure Estimation on a Mobile Device<br>\n    <a href=\"https:\/\/ieeexplore.ieee.org\/document\/7797232\">Body Sensor Network Conference, 2015<\/a><br>\n    <br>    Combined application for automatic food intake classification and energy expenditure estimation directly on wearables, showing framework robustness for dietary pattern analysis\u2014important for preventive health.\n  <\/li>\n<\/ul>\n<h3><br><\/h3><h3>Code &amp; Application<\/h3>\n<ul>\n<li>\n    ActiveMiles, demos and prototypes: on-device code available upon request and collaboration. Portability and adaptability for various mobile platforms.\n  <\/li>\n<\/ul>\n<h3><br><\/h3><h3>Team &amp; Authors<\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/daniravi\">Daniele Rav\u00ec<\/a> (PI, deep learning framework, data fusion, edge\/wearable pipeline design)<\/li>\n<li>Charence Wong, Benny Lo, GZ Yang, B. Hussain (algorithm development, clinical tests, UK\/Asia validation, code-data fusion)<\/li>\n<\/ul>\n<p>\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The increasing presence of wearable devices (smartwatches, low-power sensors) has paved the way to massive collection of physiological data for health, wellness, and sports applications. However, analysis of these data must be accurate, fast, and energy-efficient: our group has developed deep learning frameworks and models specifically designed to work on mobile platforms, ensuring real-time activity&hellip; <a class=\"more-link\" href=\"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/\">Continua a leggere <span class=\"screen-reader-text\">Intelligent Data Analysis from Wearable Devices for Patient Monitoring<\/span><\/a><\/p>\n","protected":false},"author":94,"featured_media":2188,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[9,11],"class_list":["post-3009","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-eng-en","tag-formazione-en","tag-ricerca-en","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab<\/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:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab\" \/>\n<meta property=\"og:description\" content=\"The increasing presence of wearable devices (smartwatches, low-power sensors) has paved the way to massive collection of physiological data for health, wellness, and sports applications. However, analysis of these data must be accurate, fast, and energy-efficient: our group has developed deep learning frameworks and models specifically designed to work on mobile platforms, ensuring real-time activity&hellip; Continua a leggere Intelligent Data Analysis from Wearable Devices for Patient Monitoring\" \/>\n<meta property=\"og:url\" content=\"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/\" \/>\n<meta property=\"og:site_name\" content=\"AI-HealthLab\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-07T21:43:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-15T10:25:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"734\" \/>\n\t<meta property=\"og:image:height\" content=\"617\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"dravi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Scritto da\" \/>\n\t<meta name=\"twitter:data1\" content=\"dravi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minuti\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/\"},\"author\":{\"name\":\"dravi\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#\\\/schema\\\/person\\\/d0bae234160fa13008ca10037ea1f672\"},\"headline\":\"Intelligent Data Analysis from Wearable Devices for Patient Monitoring\",\"datePublished\":\"2025-10-07T21:43:09+00:00\",\"dateModified\":\"2025-10-15T10:25:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/\"},\"wordCount\":326,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/activemiles-1_edited-1.jpg\",\"keywords\":[\"formazione\",\"ricerca\"],\"articleSection\":[\"NEWS eng\"],\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/\",\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/\",\"name\":\"Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/activemiles-1_edited-1.jpg\",\"datePublished\":\"2025-10-07T21:43:09+00:00\",\"dateModified\":\"2025-10-15T10:25:12+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#breadcrumb\"},\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#primaryimage\",\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/activemiles-1_edited-1.jpg\",\"contentUrl\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/activemiles-1_edited-1.jpg\",\"width\":734,\"height\":617},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/en\\\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Intelligent Data Analysis from Wearable Devices for Patient Monitoring\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#website\",\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/\",\"name\":\"AI-HealthLab\",\"description\":\"From AI to Care: Innovation for Health\",\"publisher\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"it-IT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#organization\",\"name\":\"AI-HealthLab\",\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/generated-image-9.png\",\"contentUrl\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/wp-content\\\/uploads\\\/sites\\\/94\\\/2025\\\/10\\\/generated-image-9.png\",\"width\":1024,\"height\":1024,\"caption\":\"AI-HealthLab\"},\"image\":{\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/#\\\/schema\\\/person\\\/d0bae234160fa13008ca10037ea1f672\",\"name\":\"dravi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g\",\"caption\":\"dravi\"},\"url\":\"https:\\\/\\\/portale2.unime.it\\\/ai-healthlab\\\/author\\\/dravi\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab","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:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/","og_locale":"it_IT","og_type":"article","og_title":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab","og_description":"The increasing presence of wearable devices (smartwatches, low-power sensors) has paved the way to massive collection of physiological data for health, wellness, and sports applications. However, analysis of these data must be accurate, fast, and energy-efficient: our group has developed deep learning frameworks and models specifically designed to work on mobile platforms, ensuring real-time activity&hellip; Continua a leggere Intelligent Data Analysis from Wearable Devices for Patient Monitoring","og_url":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/","og_site_name":"AI-HealthLab","article_published_time":"2025-10-07T21:43:09+00:00","article_modified_time":"2025-10-15T10:25:12+00:00","og_image":[{"width":734,"height":617,"url":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg","type":"image\/jpeg"}],"author":"dravi","twitter_card":"summary_large_image","twitter_misc":{"Scritto da":"dravi","Tempo di lettura stimato":"2 minuti"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#article","isPartOf":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/"},"author":{"name":"dravi","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#\/schema\/person\/d0bae234160fa13008ca10037ea1f672"},"headline":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring","datePublished":"2025-10-07T21:43:09+00:00","dateModified":"2025-10-15T10:25:12+00:00","mainEntityOfPage":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/"},"wordCount":326,"commentCount":0,"publisher":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#organization"},"image":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg","keywords":["formazione","ricerca"],"articleSection":["NEWS eng"],"inLanguage":"it-IT","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/","url":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/","name":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring - AI-HealthLab","isPartOf":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#website"},"primaryImageOfPage":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#primaryimage"},"image":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg","datePublished":"2025-10-07T21:43:09+00:00","dateModified":"2025-10-15T10:25:12+00:00","breadcrumb":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#breadcrumb"},"inLanguage":"it-IT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/"]}]},{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#primaryimage","url":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg","contentUrl":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/activemiles-1_edited-1.jpg","width":734,"height":617},{"@type":"BreadcrumbList","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/en\/intelligent-data-analysis-from-wearable-devices-for-patient-monitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/portale2.unime.it\/ai-healthlab\/"},{"@type":"ListItem","position":2,"name":"Intelligent Data Analysis from Wearable Devices for Patient Monitoring"}]},{"@type":"WebSite","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#website","url":"https:\/\/portale2.unime.it\/ai-healthlab\/","name":"AI-HealthLab","description":"From AI to Care: Innovation for Health","publisher":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/portale2.unime.it\/ai-healthlab\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"it-IT"},{"@type":"Organization","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#organization","name":"AI-HealthLab","url":"https:\/\/portale2.unime.it\/ai-healthlab\/","logo":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#\/schema\/logo\/image\/","url":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/generated-image-9.png","contentUrl":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-content\/uploads\/sites\/94\/2025\/10\/generated-image-9.png","width":1024,"height":1024,"caption":"AI-HealthLab"},"image":{"@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/portale2.unime.it\/ai-healthlab\/#\/schema\/person\/d0bae234160fa13008ca10037ea1f672","name":"dravi","image":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/secure.gravatar.com\/avatar\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1abeb59312fe73568f1b0858fca41fbddc458fc64da57ee303e00578d4af5b35?s=96&d=mm&r=g","caption":"dravi"},"url":"https:\/\/portale2.unime.it\/ai-healthlab\/author\/dravi\/"}]}},"_links":{"self":[{"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/posts\/3009","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/users\/94"}],"replies":[{"embeddable":true,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/comments?post=3009"}],"version-history":[{"count":11,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/posts\/3009\/revisions"}],"predecessor-version":[{"id":3212,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/posts\/3009\/revisions\/3212"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/media\/2188"}],"wp:attachment":[{"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/media?parent=3009"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/categories?post=3009"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/portale2.unime.it\/ai-healthlab\/wp-json\/wp\/v2\/tags?post=3009"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}