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Open access Sep 2026

Beyond Average Accuracy: Motion-Related Failure Patterns in Wrist-Worn Photoplethysmographic Heart-Rate Monitoring

Wrist-worn photoplethysmography (PPG) enables unobtrusive heart rate monitoring, but motion-related errors tend to cluster under specific conditions and are often masked by aggregate accuracy metrics. This study characterized those failure patterns and assessed whether wrist-sensor features could identify unreliable es...

Angel Xu · 0 citations

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