{"id":10927,"date":"2024-03-25T10:37:37","date_gmt":"2024-03-25T10:37:37","guid":{"rendered":"https:\/\/dailyai.com\/?p=10927"},"modified":"2024-03-28T09:32:06","modified_gmt":"2024-03-28T09:32:06","slug":"ai-tool-creates-digital-twins-to-predict-future-patient-health","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2024\/03\/ai-tool-creates-digital-twins-to-predict-future-patient-health\/","title":{"rendered":"Ferramenta de IA cria g\u00e9meos digitais para prever a sa\u00fade futura dos doentes"},"content":{"rendered":"<p><strong>Os investigadores do Reino Unido testaram uma ferramenta de IA chamada Foresight que cria g\u00e9meos digitais de pacientes para prever os resultados futuros em termos de sa\u00fade e de tratamento.<\/strong><\/p>\n<p>A ideia de criar g\u00e9meos digitais em v\u00e1rios sectores permite aos engenheiros testar sistemas numa simula\u00e7\u00e3o antes de os implementar no mundo f\u00edsico. Ferramentas de IA como <a href=\"https:\/\/www.foresighthealthsolutions.com\/\" target=\"_blank\" rel=\"noopener\">Previs\u00e3o<\/a> est\u00e3o agora a tornar isto poss\u00edvel para os profissionais de sa\u00fade.<\/p>\n<p>Sempre que um doente visita um profissional de sa\u00fade, s\u00e3o adicionadas informa\u00e7\u00f5es ao seu registo de sa\u00fade eletr\u00f3nico (EHR). Alguns destes dados s\u00e3o estruturados (idade, g\u00e9nero, etnia), mas a maior parte n\u00e3o \u00e9 estruturada, como resultados de an\u00e1lises ou notas que o m\u00e9dico possa fazer.<\/p>\n<p>O Foresight utiliza um modelo baseado na GPT para transformar estes dados num modelo, ou g\u00e9meo digital, do doente. Uma vez que o Foresight \u00e9 treinado com base em grandes quantidades de dados do registo criminal eletr\u00f3nico de outros pacientes, \u00e9 capaz de prever resultados de sa\u00fade, como os tipos de doen\u00e7as que um paciente \u00e9 suscet\u00edvel de desenvolver ou a sua resposta a um determinado tipo de tratamento.<\/p>\n<p>James Teo, professor do King's College Hospital e coautor do estudo, explicou o significado deste facto. Ao contr\u00e1rio dos LLM que se limitam a prever a palavra seguinte, o Foresight prev\u00ea poss\u00edveis futuros para os doentes, representando poss\u00edveis multiversos para compreender as doen\u00e7as\", afirmou Teo no X.<\/p>\n<p>\u00c9 poss\u00edvel utilizar o registo criminal eletr\u00f3nico de um doente e simular v\u00e1rias vers\u00f5es do doente para prever a sua trajet\u00f3ria de sa\u00fade. Tradicionalmente, um m\u00e9dico teria de ler o registo criminal eletr\u00f3nico de um doente, decidir sobre uma op\u00e7\u00e3o de tratamento e avaliar os resultados ap\u00f3s algum tempo para monitorizar a efic\u00e1cia do tratamento.<\/p>\n<p>Com o Foresight, um m\u00e9dico pode simular v\u00e1rios tratamentos potenciais, com o modelo a prever os resultados a curto e a longo prazo de cada tratamento. Esta \u00e9 uma abordagem muito mais econ\u00f3mica e poupa o doente \u00e0 abordagem \"Vamos experimentar isto\" a que muitos m\u00e9dicos t\u00eam de recorrer.<\/p>\n<figure id=\"attachment_10929\" aria-describedby=\"caption-attachment-10929\" style=\"width: 645px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10929\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline.jpeg\" alt=\"\" width=\"645\" height=\"796\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline.jpeg 645w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline-243x300.jpeg 243w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline-370x457.jpeg 370w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline-20x25.jpeg 20w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/Foresight-pipeline-39x48.jpeg 39w\" sizes=\"auto, (max-width: 645px) 100vw, 645px\" \/><figcaption id=\"caption-attachment-10929\" class=\"wp-caption-text\">O CogStack recupera os dados do registo criminal eletr\u00f3nico, o MedCAT anota-os, o Foresight Core \u00e9 o modelo de aprendizagem profunda para a modela\u00e7\u00e3o de conceitos biom\u00e9dicos e a aplica\u00e7\u00e3o Web do Foresight permite a intera\u00e7\u00e3o com o modelo treinado. Fonte: The Lancet Digital Health<\/figcaption><\/figure>\n<h2>Resultados<\/h2>\n<p>O estudo, <a href=\"https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(24)00025-6\/fulltext#%20\" target=\"_blank\" rel=\"noopener\">publicado em The Lancet Digital Health<\/a>O Dr. H. K., da Comiss\u00e3o Europeia, explicou como os investigadores treinaram tr\u00eas modelos diferentes do Foresight, utilizando conjuntos de dados hospitalares de dois hospitais do Reino Unido e um conjunto de dados publicamente dispon\u00edvel nos EUA, num total de 811 336 doentes.<\/p>\n<p>O Foresight foi encarregado de selecionar a doen\u00e7a que um doente tinha mais probabilidades de desenvolver a partir de uma lista de 10 doen\u00e7as poss\u00edveis. Previu com exatid\u00e3o a doen\u00e7a seguinte em 68% e 76% das vezes, utilizando os dois conjuntos de dados do Reino Unido, e em 88% das vezes, utilizando os dados dos EUA.<\/p>\n<p>Quando encarregado de prever o pr\u00f3ximo novo \"conceito\" biom\u00e9dico, que pode ser uma doen\u00e7a, um sintoma, uma reca\u00edda ou um medicamento, o Foresight obteve uma precis\u00e3o de 80%, 81% e 91%, respetivamente, utilizando os conjuntos de dados do Reino Unido e dos EUA.<\/p>\n<p>A varia\u00e7\u00e3o no desempenho mostra como as ferramentas de IA dependem da exist\u00eancia de dados de boa qualidade.<\/p>\n<p>Por muito entusiasmante que seja esta aplica\u00e7\u00e3o da IA, os investigadores assinalam v\u00e1rios desafios que t\u00eam de ser ultrapassados. Encontrar formas de fazer com que o modelo pondere corretamente novos tratamentos e interven\u00e7\u00f5es, ou avaliar corretamente a import\u00e2ncia da probabilidade versus a urg\u00eancia e o impacto, s\u00e3o apenas dois exemplos.<\/p>\n<p>Os investigadores est\u00e3o a trabalhar no desenvolvimento do Foresight 2, que, segundo eles, ser\u00e1 um modelo mais preciso.<\/p>\n<p>Com a descoberta de novos medicamentos e conceitos como a modela\u00e7\u00e3o, simula\u00e7\u00e3o e previs\u00e3o de doentes, a IA dever\u00e1 ter um impacto significativo na qualidade dos cuidados de sa\u00fade que recebemos.<\/p>","protected":false},"excerpt":{"rendered":"<p>Investigadores do Reino Unido testaram uma ferramenta de IA denominada Foresight que cria g\u00e9meos digitais de pacientes para prever os resultados futuros em termos de sa\u00fade e tratamento. A ideia de criar g\u00e9meos digitais em v\u00e1rios sectores permite que os engenheiros testem sistemas numa simula\u00e7\u00e3o antes de os implantarem no mundo f\u00edsico. Ferramentas de IA como o Foresight est\u00e3o agora a tornar isto poss\u00edvel para os profissionais de sa\u00fade. Sempre que um paciente visita um profissional de sa\u00fade, s\u00e3o adicionadas informa\u00e7\u00f5es ao seu registo de sa\u00fade eletr\u00f3nico (EHR). Alguns destes dados s\u00e3o estruturados (idade, g\u00e9nero, etnia), mas a maior parte n\u00e3o \u00e9 estruturada, como os resultados dos testes ou as notas que um m\u00e9dico possa fazer.<\/p>","protected":false},"author":6,"featured_media":10934,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[204],"class_list":["post-10927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-healthcare"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI tool creates digital twins to predict future patient health | DailyAI<\/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:\/\/dailyai.com\/pt\/2024\/03\/ai-tool-creates-digital-twins-to-predict-future-patient-health\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI tool creates digital twins to predict future patient health | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Researchers in the UK tested an AI tool called Foresight that creates digital twins of patients to forecast future health and treatment outcomes. The idea of creating digital twins in various industries allows engineers to test systems in a simulation before deploying them in the physical world. AI tools like Foresight are now making this possible for healthcare practitioners. Every time a patient visits a healthcare practitioner information is added to their electronic health record (EHR). 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