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Assessment of obstructive sleep apnea-related sleep fragmentation utilizing deep learning-based sleep staging from photoplethysmography.

Riku HuttunenTimo LeppanenBrett DuceArie OksenbergSami MyllymaaJuha TöyräsHenri Korkalainen
Published in: Sleep (2021)
PPG-based automatic sleep staging can be used to differentiate between OSA severity categories based on sleep continuity. The differences between the OSA severity categories become more apparent when a shorter epoch-to-epoch interval is used.
Keyphrases
  • obstructive sleep apnea
  • deep learning
  • sleep quality
  • physical activity
  • positive airway pressure
  • lymph node
  • machine learning
  • pet ct
  • heart rate
  • artificial intelligence
  • magnetic resonance imaging
  • contrast enhanced