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Longitudinal cardiorespiratory wearable sleep staging in the home

IntroductionThere is a growing interest in performing automated, longitudinal tracking of sleep in the home using wearables and machine learning (ML). Wearables such as smart watches or chest patches can be comfortably worn for long periods, and cardiorespiratory waveforms measured by these wearable...

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Principais autores: Shaun Davidson, Jonathan F. Carter, Emily C. Stanyer, Rachel Sharman, Cristian Roman, Simon D. Kyle, Lionel Tarassenko
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2026-02-01
Serier:Frontiers in Neuroscience
Fag:
home monitoring
machine learning
sleep restriction therapy
sleep staging
validation study
wearable data
Online adgang:https://www.frontiersin.org/articles/10.3389/fnins.2026.1693860/full
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