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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Arshad Nasser

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Review Open access Aug 2026

When is rPPG physiologically valid for stress and workload monitoring? A PRISMA-ScR scoping review

The reviewed evidence indicates that rPPG supports robust non-contact heart-rate estimation, while HRV/PRV reliability degrades under head motion, illumination variability, and short analysis windows commonly used for stress inference.

Arshad Nasser, Malak Baslyman, Sami El-Ferik · 0 citations

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