{"id":13573,"date":"2021-04-15T09:26:55","date_gmt":"2021-04-15T14:26:55","guid":{"rendered":"https:\/\/saluddigital.com\/?p=13573"},"modified":"2025-10-21T12:49:17","modified_gmt":"2025-10-21T18:49:17","slug":"prediccion-de-resultados-de-tratamiento-psicologico-a-traves-de-monitoreo-de-sintomas","status":"publish","type":"post","link":"https:\/\/saluddigital.com\/en\/comunidades-conectadas\/prediccion-de-resultados-de-tratamiento-psicologico-a-traves-de-monitoreo-de-sintomas\/","title":{"rendered":"Prediction of psychological treatment outcomes through symptom monitoring."},"content":{"rendered":"
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Researchers from the University of Sheffield, published in the journal The Lancet the article, \"Dynamic prediction of psychological treatment outcomes: development and validation of a prediction model using routinely collected symptom data\"<\/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 most common mental health-related conditions can receive effective treatment through psychotherapy; however, this pattern may not be repeated in all patients. Some patients require timely identification to achieve correct treatment. Researchers at the University of Sheffield, published a study that aimed to: \"develop and validate a dynamic model to predict psychological treatment outcomes, and to compare the model with currently used methods, including expected treatment response models and machine learning models.\".<\/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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This study worked to achieve validation and development of a prediction model. The authors used data from two UK studies containing data from adult patients aged 16 years and older who had accessed therapy through Improving Access to Psychological Therapies (IAPT) services between Mallet 2012 and June 2018.<\/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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\u201cTo develop and validate a dynamic model to predict psychological treatment outcomes, and to compare the model with currently used methods, including expected treatment response models and machine learning models.\u201d Patients generally access guided self-help, however, they then have the option to access high-intensity therapies if symptoms persist.<\/p>

Low-intensity sessions are based on cognitive-behavioral therapy, and include learning coping skills with the support of a clinician, the authors explain. High-intensity interventions, on the other hand, \"are psychotherapies of longer duration (up to 20 sessions), including cognitive behavioural therapy, interpersonal psychotherapy, person-centred counselling, and other empirically-supported treatments.\"<\/p>

The dynamic prediction model developed was trained through iterative logistic regression analysis with variables such as patient profile, neural networks, among others.<\/p>

See the results of the study at the following link:https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(21)00018-2\/fulltext#seccestitle80<\/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\t BIBLIOGRAPHY<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t

THE LANCET<\/strong><\/p>

https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(21)00018-2\/fulltext#seccestitle80<\/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":"

Investigadores de la Universidad de Sheffield, publicaron en la revista The Lancet el art\u00edculo: Predicci\u00f3n din\u00e1mica de los resultados del tratamiento psicol\u00f3gico: desarrollo y validaci\u00f3n de un modelo de predicci\u00f3n utilizando datos de s\u00edntomas recopilados de forma rutinaria”. Las condiciones relacionadas a la salud mental m\u00e1s comunes pueden recibir un eficaz tratamiento a trav\u00e9s de psicoterapia, sin embargo, este patr\u00f3n puede no repetirse en todos los pacientes. Algunos pacientes requieren de identificaci\u00f3n oportuna para lograr un tratamiento correcto.  Investigadores de la Universidad de Sheffield, publicaron un estudio que tuvo como objetivo: \u201cdesarrollar y validar un modelo din\u00e1mico para predecir los resultados del tratamiento psicol\u00f3gico y comparar el modelo con los m\u00e9todos utilizados actualmente, incluidos los modelos de respuesta al tratamiento esperados y los modelos de aprendizaje autom\u00e1tico\u201d. Este estudio funcion\u00f3 para lograr la validaci\u00f3n y el desarrollo de un modelo de predicci\u00f3n. Los autores utilizaron datos de dos estudios del Reino Unido que conten\u00edan datos de pacientes adultos mayores de 16 a\u00f1os que hab\u00edan accedido a terapia a trav\u00e9s de los servicios de Mejora del acceso a terapias psicol\u00f3gicas (IAPT, en ingl\u00e9s), entre mazo de 2012 y junio de 2018. “IAPT es un sistema de tratamiento que ofrece intervenciones psicol\u00f3gicas para la depresi\u00f3n y los trastornos de ansiedad organizados en un modelo de atenci\u00f3n escalonada”. Generalmente los pacientes acceden a la autoayuda guiada, sin embargo, despu\u00e9s tienen la opci\u00f3n de acceder a terapias de alta intensidad si es que los s\u00edntomas persisten. Las sesiones de baja intensidad, se basan en terapia cognitivo-conductual, e incluyen aprendizaje de habilidades de afrontamiento con el apoyo de un m\u00e9dico, seg\u00fan explican los autores. Por otra parte, las intervenciones de alta intensidad “son psicoterapias de mayor duraci\u00f3n (hasta 20 sesiones), incluida la terapia cognitivo-conductual, la psicoterapia interpersonal, el asesoramiento centrado en la persona y otros tratamientos con apoyo emp\u00edrico”. El modelo de predicci\u00f3n din\u00e1mica desarrollado fue entrenado a trav\u00e9s de un an\u00e1lisis de regresi\u00f3n log\u00edstica iterativo con variables como el perfil del paciente, redes neuronales, entre otras. Consulta los resultados del estudio en el siguiente enlace:https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(21)00018-2\/fulltext#seccestitle80 BIBLIOGRAF\u00cdA THE LANCET https:\/\/www.thelancet.com\/journals\/landig\/article\/PIIS2589-7500(21)00018-2\/fulltext#seccestitle80<\/p>","protected":false},"author":1,"featured_media":13574,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3399,154,3394,1418,3396],"tags":[145],"class_list":["post-13573","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-analitica","category-comunidades-conectadas","category-redes-sociales","category-resena-de-publicaciones-cientificas","category-uso-de-plataformas-digitales","tag-noticias"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/13573","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=13573"}],"version-history":[{"count":0,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/13573\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media\/13574"}],"wp:attachment":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media?parent=13573"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/categories?post=13573"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/tags?post=13573"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}