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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

V. Revell

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Open access Aug 2026

Are different consumer sleep technologies measuring the same essential aspects of sleep?

STUDY OBJECTIVES Consumer sleep technologies (CSTs) enable low-burden longitudinal sleep monitoring, and their measures are often interpreted as equivalent to polysomnography (PSG) measures. We applied measurement reliability-aware approaches to determine whether CST-derived 'sleep' measures (1) are interchangeable or...

K. K. G. Ravindran, C. della Monica, G. Atzori et al. · 0 citations

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