AIMC Topic: Sleep Deprivation

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Attention Regulation Among Sleep-Deprived Air-Force Pilots.

Journal of neuroscience research Jun 1, 2025
Short sleep duration is associated with adverse physical and mental events. However, it is quite challenging to objectively quantify its impact on human cognitive performance. Thus, we aim to examine the effects of sleep deprivation on physiological ...
Humans Machine Learning Female Young Adult Adult Male Emotions Attention Psychomotor Performance Military Personnel Pilots Sleep Deprivation
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Tracking vigilance fluctuations in real-time: a sliding-window heart rate variability-based machine-learning approach.

Sleep Feb 10, 2025
STUDY OBJECTIVES: Heart rate variability (HRV)-based machine learning models hold promise for real-world vigilance evaluation, yet their real-time applicability is limited by lengthy feature extraction times and reliance on subjective benchmarks. Thi...
Humans Machine Learning Female Young Adult Adult Male Electrocardiography Heart Rate Psychomotor Performance Arousal Sleep Deprivation
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Assessment of obstructive sleep apnea-related sleep fragmentation utilizing deep learning-based sleep staging from photoplethysmography.

Sleep Oct 11, 2021
STUDY OBJECTIVES: To assess the relationship between obstructive sleep apnea (OSA) severity and sleep fragmentation, accurate differentiation between sleep and wakefulness is needed. Sleep staging is usually performed manually using electroencephalog...
Humans Deep Learning Photoplethysmography Sleep Apnea, Obstructive Sleep Polysomnography Sleep Deprivation
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