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

Wearables and MHealth Reviews (703) Digital Health Reviews (3808) Mobile Health (mhealth) (5262) mHealth for Data Collection and Research (1771) Wearable Devices and Sensors (1640)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/64144, first published .
Person checking Apple Watch for weather in Montreal

Examining the Use of Consumer Wearable Devices and Digital Tools for Stress Measurement in College Students: Scoping Review of Methods

Examining the Use of Consumer Wearable Devices and Digital Tools for Stress Measurement in College Students: Scoping Review of Methods

Authors of this article:

Aarti Sathyanarayana1, 2 Author Orcid Image ;   Ohida Binte Amin1, 2 Author Orcid Image ;   Jennie An1, 2 Author Orcid Image ;   Jukka Pekka Onnela3 Author Orcid Image
Article Authors Cited by (1) Tweetations (4) Metrics

Journals

  1. MANJUSHA K M M. A Multimodal IoT Framework for Analyzing Student stress through Personalized Yoga Intervention and Explainable AI (XAI). International Journal of Technology and Emerging Research 2026;2(21):225 View