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

Pilot studies (ehealth) (361) Depression and Mood Disorders; Suicide Prevention (1785) Wearable Devices and Sensors (1235) Machine Learning (2277) Mental Health Issues in Adolescence (692)

Published on in Vol 9 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/67964, first published .
Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Authors of this article:

Jessica L Borelli1 Author Orcid Image ;   Yuning Wang2 Author Orcid Image ;   Frances Haofei Li1 Author Orcid Image ;   Lyric N Russo1 Author Orcid Image ;   Marta Tironi3 Author Orcid Image ;   Ken Yamashita1 Author Orcid Image ;   Elayne Zhou4 Author Orcid Image ;   Jocelyn Lai1 Author Orcid Image ;   Brenda Nguyen1 Author Orcid Image ;   Iman Azimi1 Author Orcid Image ;   Christopher Marcotullio1 Author Orcid Image ;   Sina Labbaf1 Author Orcid Image ;   Salar Jafarlou1 Author Orcid Image ;   Nikil Dutt1 Author Orcid Image ;   Amir Rahmani1 Author Orcid Image
Article Authors Cited by (4) Tweetations Metrics

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  1. Ba H, Du H, Cheng C, Zhang Y, Ruan L, Chen Z. Identification of Syndrome Types in Patients With Pancreatic Cancer From Free Text in Electronic Medical Records: Model Development and Validation. JMIR Formative Research 2025;9:e70602 View
  2. Gong E, Bang C, Lee J, Baik G. Smart Ring in Clinical Medicine: A Systematic Review. Biomimetics 2025;10(12):819 View
  3. Lee H, Kang S, Lee S. The Role of Digital Biomarkers in Physiological Signal-Based Depression Assessment: Systematic Review and Meta-Analysis. Journal of Medical Internet Research 2026;28:e76432 View

Conference Proceedings

  1. Lin X. Proceedings of the 2026 3rd International Conference on Informatics Education and Computer Technology Applications. Construction and practice of mental health education system for higher vocational students under the mode of school-enterprise cooperation View