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

Wearables and MHealth Reviews (668) mHealth for Wellness, Behavior Change and Prevention (4236) Wearable Devices and Sensors (1552) Fitness Trackers and Smart Pedometers/Accelerometers (789)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/76632, first published .
Woman in grey hoodie checks smartwatch on couch

Machine Learning Frameworks for Wearable-Based Stress Modeling in Naturalistic Settings: Scoping Review

Machine Learning Frameworks for Wearable-Based Stress Modeling in Naturalistic Settings: Scoping Review

Authors of this article:

Shifali Sharma1 Author Orcid Image ;   Aswin Kumar Janakiraman1 Author Orcid Image ;   Lujie Karen Chen1 Author Orcid Image
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Shifali Sharma   1 , MS ;   Aswin Kumar Janakiraman   1 , MS ;   Lujie Karen Chen   1 , PhD

1 Department of Information Systems, University of Maryland, Baltimore County, Baltimore, MD, United States

Corresponding Author:

  • Lujie Karen Chen, PhD
  • Department of Information Systems
  • University of Maryland, Baltimore County
  • 1000 Hilltop Cir
  • Baltimore, MD
  • United States
  • Phone: 1 412 657 5305
  • Email: lujiec@umbc.edu