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Machine learning in the prediction of depression...
Journal article

Machine learning in the prediction of depression treatment outcomes: a systematic review and meta-analysis

Abstract

BACKGROUND: Multiple treatments are effective for major depressive disorder (MDD), but the outcomes of each treatment vary broadly among individuals. Accurate prediction of outcomes is needed to help select a treatment that is likely to work for a given person. We aim to examine the performance of machine learning methods in delivering replicable predictions of treatment outcomes. METHODS: Of 7732 non-duplicate records identified through …

Authors

Sajjadian M; Lam RW; Milev R; Rotzinger S; Frey BN; Soares CN; Parikh SV; Foster JA; Turecki G; Müller DJ

Journal

Psychological Medicine, Vol. 51, No. 16, pp. 2742–2751

Publisher

Cambridge University Press (CUP)

Publication Date

December 2021

DOI

10.1017/s0033291721003871

ISSN

0033-2917