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

Digital Health Reviews (1742) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2145) Wearable Devices and Sensors (1150) Digital Biomarkers and Digital Phenotyping (291) Transdiagnostic Mental Health Interventions (210) mHealth for Data Collection and Research (1207) Machine Learning (2095)

Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/77066, first published .
Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review

Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review

Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review

Authors of this article:

ShiYing Shen1 Author Orcid Image ;   Wenhao Qi1 Author Orcid Image ;   Jianwen Zeng1 Author Orcid Image ;   Sixie Li1 Author Orcid Image ;   Xin Liu1 Author Orcid Image ;   Xiaohong Zhu1 Author Orcid Image ;   Chaoqun Dong1 Author Orcid Image ;   Bin Wang1 Author Orcid Image ;   Yankai Shi1 Author Orcid Image ;   Jiani Yao1 Author Orcid Image ;   Bingsheng Wang1 Author Orcid Image ;   Xiajing Lou1 Author Orcid Image ;   Simin Gu2 Author Orcid Image ;   Pan Li3 Author Orcid Image ;   Jinghua Wang4 Author Orcid Image ;   Guowei Jiang5 Author Orcid Image ;   Shihua Cao1, 6 Author Orcid Image
Article Authors Cited by (1) Tweetations (1) Metrics

ShiYing Shen   1 * , BSc ;   Wenhao Qi   1 * , BSc ;   Jianwen Zeng   1 , BSc ;   Sixie Li   1 , BSc ;   Xin Liu   1 , BSc ;   Xiaohong Zhu   1 , BSc ;   Chaoqun Dong   1 , BSc ;   Bin Wang   1 , BSc ;   Yankai Shi   1 , BSc ;   Jiani Yao   1 , BSc ;   Bingsheng Wang   1 , BSc ;   Xiajing Lou   1 , BSc ;   Simin Gu   2 , BSc ;   Pan Li   3 , MSc ;   Jinghua Wang   4 , PhD ;   Guowei Jiang   5 , MSc ;   Shihua Cao   1, 6 , PhD

1 School of Nursing, Hangzhou Normal University, Hangzhou, China

2 School of Nursing, Zhejiang Chinese Medical University, Hangzhou, China

3 Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom

4 Department of Neurology, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, China

5 Department of Psychiatry and Neuropsychology and Alzheimer Center Limburg, School for Mental Health and Neuroscience (MHeNS), Maastricht University, Maastricht, The Netherlands

6 Key Engineering Research Center of Mobile Health Management System, Hangzhou, China

*these authors contributed equally

Corresponding Author:

  • Shihua Cao, PhD
  • School of Nursing
  • Hangzhou Normal University
  • Yuhangtang Road 2318
  • Hangzhou 311121
  • China
  • Phone: 86 13777861361
  • Email: csh@hznu.edu.cn