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Automated sleep stage and event detection algorithms using quality-controlled polysomnography annotations

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Study objectives: To develop machine learning models for sleep stage classification, arousal detection, and respiratory event detection from overnight polysomnography, and to evaluate their performance relative to expert scorers.... ...