{"id":8437,"date":"2023-12-19T14:40:41","date_gmt":"2023-12-19T14:40:41","guid":{"rendered":"https:\/\/dailyai.com\/?p=8437"},"modified":"2023-12-19T14:53:24","modified_gmt":"2023-12-19T14:53:24","slug":"danish-researchers-predict-the-risk-of-premature-death-with-ai","status":"publish","type":"post","link":"https:\/\/dailyai.com\/es\/2023\/12\/danish-researchers-predict-the-risk-of-premature-death-with-ai\/","title":{"rendered":"Investigadores daneses predicen el riesgo de muerte prematura mediante IA"},"content":{"rendered":"<p><b>Un sistema de inteligencia artificial desarrollado a partir de datos personales exhaustivos de Dinamarca ha demostrado una notable precisi\u00f3n a la hora de predecir el riesgo de muerte de una persona.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Esta IA, documentada en un <\/span><a href=\"https:\/\/www.nature.com\/articles\/s43588-023-00573-5.epdf\"><span style=\"font-weight: 400;\">estudio publicado en Nature Computational Science<\/span><\/a><span style=\"font-weight: 400;\">fue creado por Sune Lehmann J\u00f8rgensen y su equipo de la Universidad T\u00e9cnica de Dinamarca.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Analizaron un enorme conjunto de datos que englobaba numerosos factores de toda la poblaci\u00f3n danesa, incluidos datos sobre educaci\u00f3n, visitas m\u00e9dicas, diagn\u00f3sticos, ingresos y ocupaci\u00f3n, de seis millones de individuos entre 2008 y 2020.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A continuaci\u00f3n, estos datos se transformaron en un formato adecuado para el entrenamiento de un gran modelo ling\u00fc\u00edstico (LLM). T<\/span><span style=\"font-weight: 400;\">l modelo Life2vec del equipo revisa los acontecimientos de la vida de una persona y pronostica probables resultados futuros, de forma similar a como un LLM procesa el lenguaje.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Para probar Life2vec, el equipo reserv\u00f3 los \u00faltimos cuatro a\u00f1os de datos y se centr\u00f3 en individuos de entre 35 y 65 a\u00f1os, la mitad de los cuales fallecieron entre 2016 y 2020.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Las predicciones de Life2vec sobre qui\u00e9n ten\u00eda m\u00e1s probabilidades de sobrevivir o no superaron a cualquier modelo de IA existente y a las tablas actuariales de vida (utilizadas por el sector asegurador) en aproximadamente 11%. Tambi\u00e9n se utiliz\u00f3 para predecir los resultados de la personalidad, lo que demuestra la capacidad del modelo para asignar entradas sociales a gran escala a salidas a nivel individual.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">J\u00f8rgensen concibe este modelo como una herramienta de detecci\u00f3n precoz de problemas sanitarios y sociales, que podr\u00eda ayudar a los gobiernos a reducir las desigualdades sanitarias y sociales. Descubre las relaciones entre la mortalidad y el nivel econ\u00f3mico, laboral, de ingresos y el a\u00f1o de nacimiento, proporcionando otra v\u00eda para explorar el impacto de este tipo de factores macrodemogr\u00e1ficos en la salud de un individuo.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sin embargo, J\u00f8rgensen advierte del posible mal uso comercial, sobre todo en el sector de los seguros, donde podr\u00eda alterar el principio fundamental del riesgo compartido.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Si las aseguradoras utilizaran la IA para determinar cu\u00e1ndo una persona concreta corre mayor riesgo de muerte, se abrir\u00eda un complejo debate \u00e9tico. Esto guarda cierto paralelismo con otros usos predictivos de la IA, como <\/span><a href=\"https:\/\/dailyai.com\/es\/2023\/10\/predictive-policing-underdelivers-on-its-goals-and-risks-discrimination\/\"><span style=\"font-weight: 400;\">programas policiales predictivos<\/span><\/a><span style=\"font-weight: 400;\">que han se\u00f1alado a personas como posibles \"sospechosas\" antes de que cometan un posible delito.\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/orbit.dtu.dk\/en\/persons\/sune-lehmann-j%C3%B8rgensen\"><span style=\"font-weight: 400;\">J\u00f8rgensen dijo al respecto<\/span><\/a><span style=\"font-weight: 400;\">\"Evidentemente, nuestro modelo no deber\u00eda ser utilizado por una compa\u00f1\u00eda de seguros, porque la idea de los seguros es que, al compartir el desconocimiento de qui\u00e9n va a ser la persona desafortunada que sufra alg\u00fan incidente, o muera, o pierda su mochila, podemos compartir en cierto modo esta carga\".<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">M\u00e1s informaci\u00f3n sobre el estudio<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A continuaci\u00f3n se ofrece m\u00e1s informaci\u00f3n sobre los objetivos del estudio, su novedoso enfoque y su funcionamiento:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Recogida y transformaci\u00f3n de datos<\/b><span style=\"font-weight: 400;\">: El equipo de investigaci\u00f3n recopil\u00f3 un amplio conjunto de datos que abarcaba a toda la poblaci\u00f3n de Dinamarca, desde 2008 hasta 2016, e inclu\u00eda a unos seis millones de habitantes. Este conjunto de datos incorporaba registros diarios detallados de diversos acontecimientos vitales, como incidentes de salud, nivel educativo, situaci\u00f3n laboral, niveles de ingresos, residencia y horas de trabajo.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Crear un lenguaje sint\u00e9tico para los acontecimientos vitales<\/b><span style=\"font-weight: 400;\">: Los investigadores convirtieron estos acontecimientos vitales a un formato parecido al lenguaje, lo que permiti\u00f3 utilizar t\u00e9cnicas de procesamiento del lenguaje natural. Trataron cada acontecimiento vital como una \"frase\" formada por \"tokens conceptuales\", que inclu\u00edan informaci\u00f3n detallada como el tipo de acontecimiento, el nivel de ingresos y el tipo de trabajo.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Desarrollo del modelo Life2vec<\/b><span style=\"font-weight: 400;\">: Utilizando una arquitectura de transformadores, el equipo desarroll\u00f3 el modelo. Este modelo pod\u00eda captar relaciones complejas entre distintos acontecimientos vitales, de forma similar a como los LLM entienden las relaciones entre palabras.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>An\u00e1lisis predictivo y pruebas<\/b><span style=\"font-weight: 400;\">: Se comprob\u00f3 la capacidad de Life2vec para predecir diversos resultados, en particular la mortalidad prematura y los rasgos de personalidad. Para predecir la mortalidad, el modelo evalu\u00f3 la probabilidad de que una persona sobreviviera cuatro a\u00f1os despu\u00e9s de 2016. Al hacerlo, super\u00f3 a los modelos tradicionales.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Comprender e interpretar el modelo<\/b><span style=\"font-weight: 400;\">: Los investigadores utilizaron m\u00e9todos como los vectores de activaci\u00f3n de conceptos (TCAV) para interpretar las predicciones del modelo. Para ello, identificaron direcciones vitales correspondientes a distintos resultados o rasgos vitales. El an\u00e1lisis de estas direcciones les permiti\u00f3 comprender c\u00f3mo influ\u00edan en las predicciones del modelo factores como la situaci\u00f3n laboral o los diagn\u00f3sticos de salud.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Utilizar la IA para predecir acontecimientos importantes de la vida, siendo la muerte sin duda uno de los m\u00e1s significativos, es una perspectiva tentadora.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Aunque sus beneficios y riesgos est\u00e1n muy equilibrados, aplicaciones similares se han canalizado hacia un fin positivo, como este modelo utilizado para <\/span><a href=\"https:\/\/dailyai.com\/es\/2023\/09\/predicting-self-harm-and-suicide-in-adolescents-using-ml\/\"><span style=\"font-weight: 400;\">predecir el suicidio y las autolesiones en la adolescencia<\/span><\/a><span style=\"font-weight: 400;\">. En la sanidad en general, los modelos predictivos est\u00e1n ayudando a priorizar los tratamientos para grupos de riesgo.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sin embargo, como reconoce J\u00f8rgensen, queda trabajo por hacer para proteger los usos \u00e9ticos de estas tecnolog\u00edas. <\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Un sistema de inteligencia artificial desarrollado a partir de datos personales exhaustivos de Dinamarca ha demostrado una notable precisi\u00f3n a la hora de predecir el riesgo de muerte de una persona.  Esta IA, documentada en un estudio publicado en Nature Computational Science, fue creada por Sune Lehmann J\u00f8rgensen y su equipo de la Universidad T\u00e9cnica de Dinamarca.  Analizaron un enorme conjunto de datos que englobaba numerosos factores de toda la poblaci\u00f3n danesa, incluidos datos sobre educaci\u00f3n, visitas m\u00e9dicas, diagn\u00f3sticos, ingresos y ocupaci\u00f3n, de seis millones de individuos entre 2008 y 2020. A continuaci\u00f3n, estos datos se transformaron en un formato adecuado para entrenar un gran modelo ling\u00fc\u00edstico (LLM). El modelo Life2vec del equipo revisa una<\/p>","protected":false},"author":2,"featured_media":8438,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[105],"class_list":["post-8437","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Danish researchers predict the risk of premature death using AI | DailyAI<\/title>\n<meta name=\"description\" content=\"An AI system developed using comprehensive personal data from Denmark has shown remarkable accuracy in predicting an individual&#039;s risk of death.\u00a0\" \/>\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\/es\/2023\/12\/danish-researchers-predict-the-risk-of-premature-death-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Danish researchers predict the risk of premature death using AI | DailyAI\" \/>\n<meta property=\"og:description\" content=\"An AI system developed using comprehensive personal data from Denmark has shown remarkable accuracy in predicting an individual&#039;s risk of death.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/es\/2023\/12\/danish-researchers-predict-the-risk-of-premature-death-with-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-19T14:40:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-19T14:53:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/12\/ahmed-adly-1PtM6b85sdw-unsplash-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/12\\\/danish-researchers-predict-the-risk-of-premature-death-with-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/12\\\/danish-researchers-predict-the-risk-of-premature-death-with-ai\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"Danish researchers predict the risk of premature death using AI\",\"datePublished\":\"2023-12-19T14:40:41+00:00\",\"dateModified\":\"2023-12-19T14:53:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/12\\\/danish-researchers-predict-the-risk-of-premature-death-with-ai\\\/\"},\"wordCount\":722,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/12\\\/danish-researchers-predict-the-risk-of-premature-death-with-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/12\\\/ahmed-adly-1PtM6b85sdw-unsplash-scaled.jpg\",\"keywords\":[\"machine learning\"],\"articleSection\":[\"Ethics &amp; 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