Performance of a Multisensor Smart Ring to Evaluate Sleep: In-Lab and Home-Based Evaluation of Generalized and Personalized Algorithms.

Michael A GrandnerZohar BrombergAaron Hadley Zoe MorrellArnulf GrafStephen HutchisonDustin Freckleton

Published in: Sleep (2022)

The Happy Ring performed well at home and in the lab, especially regarding sleep/wake detection. The personalized algorithm demonstrated improved detection accuracy over the generalized approach and other devices, suggesting that adaptable, dynamic algorithms can enhance sleep detection accuracy.

Keyphrases

machine learning
loop mediated isothermal amplification
deep learning
sleep quality
physical activity
real time pcr
label free
sensitive detection