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This paper is in the following e-collection/theme issue:

Digital Health Reviews (1877) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2358) Natural Language Processing (995) Depression and Mood Disorders; Suicide Prevention (1798) Machine Learning (2306) Digital Biomarkers and Digital Phenotyping (340) Artificial Intelligence (2458)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/82686, first published .
Therapist taking notes while a distressed young man sits with his head in his hands.

Text-Based Depression Estimation Using Machine Learning With Standard Labels: Systematic Review and Meta-Analysis

Text-Based Depression Estimation Using Machine Learning With Standard Labels: Systematic Review and Meta-Analysis

Authors of this article:

Shengming Zhang1 Author Orcid Image ;   Chaohai Zhang1 Author Orcid Image ;   Jiaxin Zhang1, 2 Author Orcid Image
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