{"id":20348,"date":"2025-10-12T18:42:50","date_gmt":"2025-10-12T16:42:50","guid":{"rendered":"https:\/\/thesmartcityjournal.cibeles.net\/sin-categoria\/what-comes-next-for-your-health-and-when\/"},"modified":"2025-10-12T19:27:10","modified_gmt":"2025-10-12T17:27:10","slug":"what-comes-next-for-your-health-and-when","status":"publish","type":"post","link":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when","title":{"rendered":"What comes next for your health, and when?"},"content":{"rendered":"<p><i><span style=\"font-weight: 400\">New AI model maps the risk of certain diseases years in advance<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400\">AI is transforming medicine. With more and more accuracy, it\u2019s helping doctors diagnose patients. Our medical history offers valuable insight into potential health issues. But what if AI could reliably estimate our next diagnosis, complication or even the timing of death?<\/span><\/p>\n<p><span style=\"font-weight: 400\">A research team from the European Molecular Biology Laboratory (EMBL), the German Cancer Research Center (DKFZ) and the University of Copenhagen created an AI model called Delphi-2M that\u2019s able to predict medical diagnoses over a decade ahead. The innovation is presented in the journal \u2018Nature\u2019(opens in new window).<\/span><\/p>\n<h2>What your clinical future looks like<\/h2>\n<p><span style=\"font-weight: 400\">Delphi-2M is capable of assessing risk for more than 1 200 conditions, including cancer, diabetes, heart disease and respiratory illnesses. It\u2019s less reliable when it comes to more random conditions, such as mental health disorders and pregnancy. It doesn\u2019t calculate exact dates, but rather estimates the likelihood of diseases.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Unlike ChatGPT and similar AI chatbots, Delphi-2M predicts outcomes, not words. Medical events usually follow patterns that are predictable. It learns those patterns in order to forecast future health outcomes.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Delphi-2M in a way provides a health forecast, similar to a weather app. \u201cSo, just like weather, where we could have a 70% chance of rain, we can do that for healthcare,\u201d EMBL interim executive director Ewan Birney told the \u2018BBC\u2019(opens in new window). \u201cAnd we can do that not just for one disease, but all diseases at the same time \u2013 we\u2019ve never been able to do that before. I\u2019m excited.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400\">The researchers trained Delphi-2M on data from the United Kingdom\u2019s Biobank \u2013 a huge biomedical database with information on about half a million participants. They demonstrated Delphi-2M\u2019s performance by testing it against data from nearly 2 million people in Denmark\u2019s public health database.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u201cOur AI model is a proof of concept, showing that it\u2019s possible to learn many of our long-term health patterns and use this information to generate meaningful predictions,\u201d Birney commented in a DKFZ press release(opens in new window). \u201cBy modelling how illnesses develop over time, we can start to explore when certain risks emerge and how best to plan early interventions. It\u2019s a big step towards more personalised and preventive approaches to healthcare.\u201d<\/span><\/p>\n<h2>A health story unfolding over time<\/h2>\n<p><span style=\"font-weight: 400\">Delphi-2M accepts the patient\u2019s previous health history as a starting point. It then predicts the probability of the next health event in their life and the time to reach that event. \u201cJust as large language models can learn the structure of sentences, this AI model learns the \u2018grammar\u2019 of health data to model medical histories as sequences of events unfolding over time,\u201d explained Moritz Gerstung, head of the Division of AI in Oncology at DKFZ.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u201cThis is the beginning of a new way to understand human health and disease progression,\u201d concluded Gerstung. \u201cGenerative models such as ours could one day help personalise care and anticipate healthcare needs at scale. By learning from large populations, these models offer a powerful lens into how diseases unfold, and could eventually support earlier, more tailored interventions.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400\">Delphi-2M isn\u2019t ready for clinical use just yet. But do we even want to know when our end will come? And do we want machines to be the ones to tell us?<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>New AI model maps the risk of certain diseases years in advance AI is transforming medicine. With more and more accuracy, it\u2019s helping doctors diagnose patients. Our medical history offers valuable insight into potential health issues. But what if AI could reliably estimate our next diagnosis, complication or even the timing of death? A research\u2026<\/p>\n","protected":false},"author":2,"featured_media":20347,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_scj_primary_category_id":94,"_scj_featured":false,"_scj_featured_from":"","_scj_featured_until":"","_scj_featured_order":0,"_scj_visibility_class":"current","_scj_layout_family":"standard","_scj_article_style":"","_scj_display_overrides":[],"_scj_intro_image_id":20347,"_scj_intro_alt":"What comes next for your health, and when?","_scj_intro_caption":"","_scj_intro_class":"","_scj_intro_float":"","_scj_full_image_id":20347,"_scj_full_alt":"What comes next for your health, and when?","_scj_full_caption":"","_scj_full_class":"","_scj_full_float":"","_scj_media_type":"","_scj_media_provider":"","_scj_media_external_id":"","_scj_media_url":"","_scj_media_poster_id":0,"_scj_media_width":0,"_scj_media_height":0,"_scj_media_aspect_ratio":"","_scj_media_description":"","_scj_gallery_items":[],"_scj_related_post_ids":[],"_scj_additional_authors":[],"scj_layout_family":"standard","scj_media_provider":"","scj_media_url":"","scj_full_caption":"","footnotes":""},"categories":[94],"tags":[173,2819,2820,2818],"class_list":["post-20348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-e-health","tag-artificial-intelligence","tag-disease-risk","tag-personalized-medicine","tag-predictive-healthcare"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What comes next for your health, and when? - thesmartcityjournal.com<\/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.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What comes next for your health, and when? - thesmartcityjournal.com\" \/>\n<meta property=\"og:description\" content=\"New AI model maps the risk of certain diseases years in advance AI is transforming medicine. With more and more accuracy, it\u2019s helping doctors diagnose patients. Our medical history offers valuable insight into potential health issues. But what if AI could reliably estimate our next diagnosis, complication or even the timing of death? A research\u2026\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when\" \/>\n<meta property=\"og:site_name\" content=\"thesmartcityjournal.com\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/thesmartcityjournal\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-12T16:42:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-12T17:27:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"750\" \/>\n\t<meta property=\"og:image:height\" content=\"393\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Redacci\u00f3n de The Smart City Journal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@SmartCityJour_\" \/>\n<meta name=\"twitter:site\" content=\"@SmartCityJour_\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Redacci\u00f3n de The Smart City Journal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. 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.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when\"},\"author\":{\"@type\":\"Organization\",\"name\":\"Redacci\u00f3n de The Smart City Journal\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/author\\\/smart-city\"},\"headline\":\"What comes next for your health, and when?\",\"datePublished\":\"2025-10-12T16:42:50+00:00\",\"dateModified\":\"2025-10-12T17:27:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when\"},\"wordCount\":570,\"publisher\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/ai-health-prediction-delphi-2m-.jpg\",\"keywords\":[\"artificial intelligence\",\"disease risk\",\"personalized medicine\",\"predictive healthcare\"],\"articleSection\":[\"e-Health\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when\",\"name\":\"What comes next for your health, and when? - thesmartcityjournal.com\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/ai-health-prediction-delphi-2m-.jpg\",\"datePublished\":\"2025-10-12T16:42:50+00:00\",\"dateModified\":\"2025-10-12T17:27:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#primaryimage\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/ai-health-prediction-delphi-2m-.jpg\",\"contentUrl\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/ai-health-prediction-delphi-2m-.jpg\",\"width\":750,\"height\":393,\"caption\":\"What comes next for your health, and when?\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/e-health\\\/what-comes-next-for-your-health-and-when#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What comes next for your health, and when?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#website\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\",\"name\":\"thesmartcityjournal.com\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":[\"Organization\",\"NewsMediaOrganization\"],\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#organization\",\"name\":\"thesmartcityjournal.com\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/logo-smart-city-journal-1.png\",\"contentUrl\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/logo-smart-city-journal-1.png\",\"width\":346,\"height\":91,\"caption\":\"thesmartcityjournal.com\"},\"image\":{\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thesmartcityjournal\",\"https:\\\/\\\/x.com\\\/SmartCityJour_\",\"https:\\\/\\\/www.instagram.com\\\/thesmartcityjournal_\\\/\",\"https:\\\/\\\/www.tiktok.com\\\/@thesmartcityjournal\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/the-smart-city-journal\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCIPTMzK206pVFxMNjO7SSxw\"]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#\\\/schema\\\/person\\\/39c9da1aeac1b5c2d179ef9e4e293cf4\",\"name\":\"Redacci\u00f3n de The Smart City Journal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/?s=96&d=mm&r=g\",\"caption\":\"Redacci\u00f3n de The Smart City Journal\"},\"description\":\"Equipo de redacci\u00f3n de The Smart City Journal.\",\"url\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en\\\/author\\\/smart-city\"},{\"@type\":\"SiteNavigationElement\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#site-navigation\",\"cssSelector\":[\".cib-main-menu\"]},{\"@type\":\"WPHeader\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#header\",\"cssSelector\":[\".cib-header\"]},{\"@type\":\"WPFooter\",\"@id\":\"https:\\\/\\\/www.thesmartcityjournal.com\\\/en#footer\",\"cssSelector\":[\".cib-footer\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"What comes next for your health, and when? - thesmartcityjournal.com","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.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when","og_locale":"en_US","og_type":"article","og_title":"What comes next for your health, and when? - thesmartcityjournal.com","og_description":"New AI model maps the risk of certain diseases years in advance AI is transforming medicine. With more and more accuracy, it\u2019s helping doctors diagnose patients. Our medical history offers valuable insight into potential health issues. But what if AI could reliably estimate our next diagnosis, complication or even the timing of death? A research\u2026","og_url":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when","og_site_name":"thesmartcityjournal.com","article_publisher":"https:\/\/www.facebook.com\/thesmartcityjournal","article_published_time":"2025-10-12T16:42:50+00:00","article_modified_time":"2025-10-12T17:27:10+00:00","og_image":[{"width":750,"height":393,"url":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg","type":"image\/jpeg"}],"author":"Redacci\u00f3n de The Smart City Journal","twitter_card":"summary_large_image","twitter_creator":"@SmartCityJour_","twitter_site":"@SmartCityJour_","twitter_misc":{"Written by":"Redacci\u00f3n de The Smart City Journal","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#article","isPartOf":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when"},"author":{"@type":"Organization","name":"Redacci\u00f3n de The Smart City Journal","url":"https:\/\/www.thesmartcityjournal.com\/en\/author\/smart-city"},"headline":"What comes next for your health, and when?","datePublished":"2025-10-12T16:42:50+00:00","dateModified":"2025-10-12T17:27:10+00:00","mainEntityOfPage":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when"},"wordCount":570,"publisher":{"@id":"https:\/\/www.thesmartcityjournal.com\/en#organization"},"image":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#primaryimage"},"thumbnailUrl":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg","keywords":["artificial intelligence","disease risk","personalized medicine","predictive healthcare"],"articleSection":["e-Health"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when","url":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when","name":"What comes next for your health, and when? - thesmartcityjournal.com","isPartOf":{"@id":"https:\/\/www.thesmartcityjournal.com\/en#website"},"primaryImageOfPage":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#primaryimage"},"image":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#primaryimage"},"thumbnailUrl":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg","datePublished":"2025-10-12T16:42:50+00:00","dateModified":"2025-10-12T17:27:10+00:00","breadcrumb":{"@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#primaryimage","url":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg","contentUrl":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2025\/10\/ai-health-prediction-delphi-2m-.jpg","width":750,"height":393,"caption":"What comes next for your health, and when?"},{"@type":"BreadcrumbList","@id":"https:\/\/www.thesmartcityjournal.com\/en\/e-health\/what-comes-next-for-your-health-and-when#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.thesmartcityjournal.com\/en"},{"@type":"ListItem","position":2,"name":"What comes next for your health, and when?"}]},{"@type":"WebSite","@id":"https:\/\/www.thesmartcityjournal.com\/en#website","url":"https:\/\/www.thesmartcityjournal.com\/en","name":"thesmartcityjournal.com","description":"","publisher":{"@id":"https:\/\/www.thesmartcityjournal.com\/en#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.thesmartcityjournal.com\/en?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":["Organization","NewsMediaOrganization"],"@id":"https:\/\/www.thesmartcityjournal.com\/en#organization","name":"thesmartcityjournal.com","url":"https:\/\/www.thesmartcityjournal.com\/en","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.thesmartcityjournal.com\/en#\/schema\/logo\/image\/","url":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2026\/09\/logo-smart-city-journal-1.png","contentUrl":"https:\/\/www.thesmartcityjournal.com\/wp-content\/uploads\/2026\/09\/logo-smart-city-journal-1.png","width":346,"height":91,"caption":"thesmartcityjournal.com"},"image":{"@id":"https:\/\/www.thesmartcityjournal.com\/en#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thesmartcityjournal","https:\/\/x.com\/SmartCityJour_","https:\/\/www.instagram.com\/thesmartcityjournal_\/","https:\/\/www.tiktok.com\/@thesmartcityjournal","https:\/\/www.linkedin.com\/company\/the-smart-city-journal\/","https:\/\/www.youtube.com\/channel\/UCIPTMzK206pVFxMNjO7SSxw"]},{"@type":"Organization","@id":"https:\/\/www.thesmartcityjournal.com\/en#\/schema\/person\/39c9da1aeac1b5c2d179ef9e4e293cf4","name":"Redacci\u00f3n de The Smart City Journal","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","caption":"Redacci\u00f3n de The Smart City Journal"},"description":"Equipo de redacci\u00f3n de The Smart City Journal.","url":"https:\/\/www.thesmartcityjournal.com\/en\/author\/smart-city"},{"@type":"SiteNavigationElement","@id":"https:\/\/www.thesmartcityjournal.com\/en#site-navigation","cssSelector":[".cib-main-menu"]},{"@type":"WPHeader","@id":"https:\/\/www.thesmartcityjournal.com\/en#header","cssSelector":[".cib-header"]},{"@type":"WPFooter","@id":"https:\/\/www.thesmartcityjournal.com\/en#footer","cssSelector":[".cib-footer"]}]}},"_links":{"self":[{"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/posts\/20348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/comments?post=20348"}],"version-history":[{"count":0,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/posts\/20348\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/media\/20347"}],"wp:attachment":[{"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/media?parent=20348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/categories?post=20348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thesmartcityjournal.com\/en\/wp-json\/wp\/v2\/tags?post=20348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}