{"id":9079,"date":"2020-08-17T09:25:12","date_gmt":"2020-08-17T14:25:12","guid":{"rendered":"https:\/\/saluddigital.com\/?p=9079"},"modified":"2025-10-21T14:35:23","modified_gmt":"2025-10-21T20:35:23","slug":"jama-network-publico-estudio-sobre-machine-learning-y-atencion-en-salud-mental-a-traves-de-internet","status":"publish","type":"post","link":"https:\/\/saluddigital.com\/en\/big-data\/jama-network-publico-estudio-sobre-machine-learning-y-atencion-en-salud-mental-a-traves-de-internet\/","title":{"rendered":"JAMA Network published study on Machine Learning and internet-based mental health therapy"},"content":{"rendered":"
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The study aimed to identify behavioral patterns based on cognitive behavioral therapy patients offered over the Internet.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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The article entitled: A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions<\/em> was published on July 17 by JAMA Network Open. The purpose of the study was to examine how different types of patient behaviors manifest in the way they engage in internet-based cognitive behavioral therapy (iCBT), for symptoms of depression and anxiety.<\/p>

For the study, 54,604 unidentified adult patients from the Space From Depression and Anxiety<\/em> program were obtained between January 2015 and March 2019. They were obtained to create probabilistic models using machine learning techniques to learn different subtypes of patients, and their interaction with iCBT. machine learning<\/em> to learn about different subtypes of patients, and their interaction with iCBT.<\/p>

In addition, a physician-supported iCBT-based program was used that follows clinical guidelines for the treatment of depression and anxiety, adapted on a 2.0 web platform.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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You can view the results and conclusions of this research through the following link: https:\/\/es.jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2768347<\/a>To learn more about articles and publications regarding Digital Health visit our Section of Referential Frameworks:\u00a0 https:\/\/saluddigital.com\/marcos-referenciales\/<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\tBIBLIOGRAPHY<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t

JAMA NETWORK<\/strong><\/p>

https:\/\/es.jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2768347<\/a><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

El estudio tuvo como objetivo identificar patrones de conducta basados en pacientes de terapia cognitiva conductual ofrecida a trav\u00e9s de Internet. El art\u00edculo titulado: Un enfoque del aprendizaje automatizado para entender los patrones de compromiso con las intervenciones de salud mental por Internet fue publicado el 17 de julio por JAMA Network Open. El prop\u00f3sito del estudio fue examinar c\u00f3mo se manifiestan los diferentes tipos de comportamientos de los pacientes en la forma en que se involucran en una terapia cognitivo conductual basada en internet (iCBT), para los s\u00edntomas de depresi\u00f3n y ansiedad. Para el estudio se obtuvieron datos de 54,604 pacientes adultos no identificados pertenecientes al programa Space From Depression and Anxiety entre enero del 2015 y marzo del 2019. Se obtuvieron para crear modelos probabil\u00edsticos utilizando t\u00e9cnicas de machine learning para conocer subtipos diferentes de pacientes, y su interacci\u00f3n con iCBT. Adem\u00e1s, se utiliz\u00f3 un programa basado en iCBT respaldado por m\u00e9dicos que sigue las pautas cl\u00ednicas para el tratamiento de la depresi\u00f3n y la ansiedad, adaptado en una plataforma web 2.0. Puedes consultar los resultados y conclusiones de esta investigaci\u00f3n a trav\u00e9s del siguiente enlace: https:\/\/es.jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2768347. Para conocer m\u00e1s sobre art\u00edculos y publicaciones referentes a Salud Digital visita nuestra secci\u00f3n de Marcos Referenciales:  https:\/\/saluddigital.com\/marcos-referenciales\/ BIBLIOGRAF\u00cdA JAMA NETWORK https:\/\/es.jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2768347<\/p>","protected":false},"author":1,"featured_media":9080,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3399,156,1418,162],"tags":[1745],"class_list":["post-9079","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-analitica","category-big-data","category-resena-de-publicaciones-cientificas","category-sinopsis-de-publicaciones-recientes","tag-sinopsis-de-publicaciones-recientes"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/9079","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/comments?post=9079"}],"version-history":[{"count":0,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/9079\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media\/9080"}],"wp:attachment":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media?parent=9079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/categories?post=9079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/tags?post=9079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}