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Real-Time Detection of Sleep Apnea Based on Breathing Sounds and Prediction Reinforcement Using Home Noises: Algorithm Development and Validation.

Vu Linh LeDaewoo KimEunsung ChoHyeryung JangRoben Deocampo Delos ReyesHyunggug KimDongheon LeeIn-Young YoonJoonki HongJeong-Whun Kim
Published in: Journal of medical Internet research (2023)
Our study presents a real-time epoch-by-epoch OSA detector that works in a variety of noisy home environments. Based on this, additional research is needed to verify the usefulness of various multinight monitoring and real-time diagnostic technologies in the home environment.
Keyphrases
  • sleep apnea
  • healthcare
  • positive airway pressure
  • obstructive sleep apnea
  • machine learning
  • deep learning
  • magnetic resonance
  • computed tomography
  • real time pcr
  • loop mediated isothermal amplification