Active learning-based systematic reviewing using switching classification models: the case of the onset, maintenance, and relapse of depressive disorders

INTRODUCTION: This study examines the performance of active learning-aided systematic reviews using a deep learning-based model compared to traditional machine learning approaches, and explores the potential benefits of model-switching strategies. METHODS: Comprising four parts, the study: 1) analyz...

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Detalles Bibliográficos
Autores principales: Teijema, Jelle Jasper, Hofstee, Laura, Brouwer, Marlies, de Bruin, Jonathan, Ferdinands, Gerbrich, de Boer, Jan, Vizan, Pablo, van den Brand, Sofie, Bockting, Claudi, van de Schoot, Rens, Bagheri, Ayoub
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Research Metrics and Analytics
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10227618/
https://www.ncbi.nlm.nih.gov/pubmed/37260784
http://dx.doi.org/10.3389/frma.2023.1178181

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