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Validation of an artificial intelligence based single-channel photoplethysmography home sleep apnea test

Nathaniel F Watson1,2,3, Yoav Nygate4, Sam Rusk4

  • 1Department of Neurology, University of Washington School of Medicine, Seattle, WA, USA. nwatson@uw.edu.

Journal of Clinical Sleep Medicine : JCSM : Official Publication of the American Academy of Sleep Medicine
|February 17, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Home sleep apnea testingMcNemar’s testPolysomnographySleep architectureValidation

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Sleep Apnea01:21

Sleep Apnea

Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
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