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

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

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.

Afiliação

Teijema JJ; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
Hofstee L; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
Brouwer M; Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands.
de Bruin J; Department of Research and Data Management Services, Information Technology Services, Utrecht University, Utrecht, Netherlands.
Ferdinands G; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
de Boer J; Utrecht University Library, Utrecht University, Utrecht, Netherlands.
Vizan P; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
van den Brand S; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
Bockting C; Amsterdam UMC, Department of Psychiatry and Centre for Urban Mental Health, University of Amsterdam, Amsterdam, Netherlands.
van de Schoot R; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.
Bagheri A; Department of Methodology and Statistics, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, Netherlands.

Front Res Metr Anal ; 8: 1178181, 2023.

Article em En | MEDLINE | ID: mdl-37260784

Palavras-chave

active learning; convolutional neural network; model switching; simulations; systematic review; work saved over sampling

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Revista: Front Res Metr Anal Ano de publicação: 2023 Tipo de documento: Article

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