Objective This study examined associations between actigraphy-derived sleep metrics (ie,
intraindividual sleep variability, average sleep duration, bedtime, and waketime) and …

Based on previous studies on the role of objective sleep duration in predicting morbidity in
individuals with insomnia, we examined the role of objective sleep duration in differentiating …

Purpose To develop an automated framework for sleep stage scoring from PSG via a deep
neural network. Methods An automated deep neural network was proposed by using a multi …

Study Objectives Sleep disturbances are common in adolescence and associated with a
host of negative outcomes. Here, we assess associations between multifaceted sleep …

This study investigates the prospective associations between short sleep duration, insomnia
symptoms, and psychotic-like experiences (PLEs) in a large sample of Chinese adolescents …

Background Sleep deprivation may cause depressive disorders in both children and adults.
However, the effects of sleep duration change from childhood to adulthood on adult …

Objective To investigate the bidirectional dynamic relationship between sleep symptoms
and core depressive symptoms and to identify subgroups differing with respect to their …

Depressive illness beginning early in life can have serious developmental and functional
consequences. Therefore, understanding its etiology and pathophysiology during this …

Abstract Objectives This study compared Support Vector Machine (SVM), Random Forest,
and Light Gradient Boosting Machine (LightGBM) performance in sleep stage classification …

Purpose This study aimed to elucidate the various co-occurring patterns of depressive
symptomatology and sleep-wake-related disturbances (SWRDs) in patients with mood …