Neurology

Sleep Disorders

Latest AI and machine learning research in sleep disorders for healthcare professionals.

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Sleep stage classification based on multi-level feature learning and recurrent neural networks via wearable device.

BACKGROUND: Automatic sleep stage classification is essential for long-term sleep monitoring. Wearab...

Comparative analysis of predictive methods for early assessment of compliance with continuous positive airway pressure therapy.

BACKGROUND: Patients suffering obstructive sleep apnea are mainly treated with continuous positive a...

Exploring the clinical features of narcolepsy type 1 versus narcolepsy type 2 from European Narcolepsy Network database with machine learning.

Narcolepsy is a rare life-long disease that exists in two forms, narcolepsy type-1 (NT1) or type-2 (...

Real-time apnea-hypopnea event detection during sleep by convolutional neural networks.

Sleep apnea-hypopnea event detection has been widely studied using various biosignals and algorithms...

Comparison of radiofrequency and transoral robotic surgery in obstructive sleep apnea syndrome treatment.

INTRODUCTION: Radiofrequency tissue ablation (RFTA) and transoral robotic surgery (TORS) are the met...

Sleep in patients with disorders of consciousness characterized by means of machine learning.

Sleep has been proposed to indicate preserved residual brain functioning in patients suffering from ...

Changes in Sleep-Wake Behavior Due to Lotus () Seed and Hwang Jeong () Extracts.

We evaluated the sleep enhancement activity of the medicinal herbs valerian (), jujube (), lotus see...

Diagnostic utility of serum melatonin levels in systemic lupus erythematosus: a case-control study.

Systemic lupus erythematosus (SLE) is a chronic systemic autoimmune inflammatory disease and early d...

Phase Relationship between DLMO and Sleep Onset and the Risk of Metabolic Disease among Normal Weight and Overweight/Obese Adults.

Circadian misalignment is hypothesized to contribute to increased diabetes and obesity among shift w...

Application of a validated HPLC-PDA method for the determination of melatonin content and its release from poly(lactic acid) nanoparticles.

Melatonin is a natural hormone and with the advancement of age its production declines and thereby m...

Correlates of sleep quality in midlife and beyond: a machine learning analysis.

OBJECTIVES: In older adults, traditional metrics derived from polysomnography (PSG) are not well cor...

Diagnostic value of sleep stage dissociation as visualized on a 2-dimensional sleep state space in human narcolepsy.

BACKGROUND: Type 1 narcolepsy (NT1) is characterized by symptoms believed to represent Rapid Eye Mov...

Deep Learning and Insomnia: Assisting Clinicians With Their Diagnosis.

Effective sleep analysis is hampered by the lack of automated tools catering to disordered sleep pat...

Automatic Diagnosis of Obstructive Sleep Apnea/Hypopnea Events Using Respiratory Signals.

Obstructive sleep apnea is a sleep disorder which may lead to various results. While some studies us...

A Prognosis Tool Based on Fuzzy Anthropometric and Questionnaire Data for Obstructive Sleep Apnea Severity.

Obstructive sleep apnea (OSA) are linked to the augmented risk of morbidity and mortality. Although ...

Estimating the dim light melatonin onset of adolescents within a 6-h sampling window: the impact of sampling rate and threshold method.

OBJECTIVE/BACKGROUND: Circadian rhythm sleep-wake disorders (CRSWDs) often manifest during the adole...

Clinical course of H1N1-vaccine-related narcolepsy.

OBJECTIVE: To follow and analyze the clinical course and quality of life of Pandemrix H1N1-vaccine-r...

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