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Updated: Jan 31, 2026

Evaluation of Commercial-Off-The-Shelf Wrist Wearables to Estimate Stress on Students
Published on: June 16, 2018
Michael I C Kingsley1, Rashmika Nawaratne2, Paul D O'Halloran3
1Exercise Physiology, La Trobe Rural Health School, La Trobe University, Australia.
Estimating physical activity using wrist accelerometers requires caution. While one model showed similar weekly results to hip-based methods, epoch-level agreement was modest, indicating a need for improved analysis techniques for wrist-worn devices.
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