Neurology

Sleep Disorders

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

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Showing 127-147 of 2,814 articles
Differentiating bipolar disorder and schizophrenia using sleep EEG power and coherence features: A machine learning approach based on polysomnography.

Differentiating between bipolar disorder (BD) and schizophrenia (SZ) is challenging due to overlappi...

Feb 2026 41724396
Novel Event-Based Peripheral Oxygen Saturation Metrics Provide Complementary Information for OSA Classification.

OBJECTIVE: The Apnea-Hypopnea Index (AHI) serves as the primary metric for Obstructive Sleep Apnea (...

(1)
Feb 2026 41701586
Capturing silent oxidative stress in early Alzheimer's disease: prediction of CSF biomarkers from sleep qEEG data.

Oxidative stress is a central pathogenic process in the earliest stages of Alzheimer's disease (AD),...

(1)
Feb 2026 41686291
Sleep Disorders and Male Infertility: Integrated Mechanisms and Precision Therapeutic Strategies.

BACKGROUND: Male factor infertility accounts for nearly half of infertility cases worldwide, yet mod...

(1)
Feb 2026 41669835
Polysomnography Dataset for Sleep Analysis in Ischemic Stroke Patients.

Sleep architecture and integrity significantly influence neural recovery and cognitive restoration. ...

(1)
Feb 2026 41673037
The use of the odds ratio product and self-reported data to detect comorbid insomnia and sleep apnea.

STUDY OBJECTIVES: To evaluate the utility of the odds ratio product (ORP) in differentiating comorbi...

(1)
Feb 2026 40662650
Evaluation of an automated sleep apnea scoring algorithm via the Wesper Lab home sleep apnea test.

This study evaluated the performance of the Wesper Lab home sleep apnea test (HSAT) artificial intel...

(2)
Feb 2026 41671846
Expert-level probabilistic breathing event detector informs phenotyping of sleep apnea.

Diagnosing sleep disordered breathing requires manual annotation of events from sleep studies, such ...

(2)
Feb 2026 41663368
Predicting the Apnea-Hypopnea index for the diagnosis of obstructive sleep apnea with cardiovascular and cancer comorbidity using wearable sleep-tracking devices.

INTRODUCTION: Obstructive Sleep Apnea (OSA) is a highly prevelance sleep breathing disorder that imp...

(1)
Feb 2026 41653357
Mamba-based Deep Learning Approach for Sleep Staging on a Wireless Multimodal Wearable System Without Electroencephalography.

STUDY OBJECTIVES: We investigate a Mamba-based deep learning approach for sleep staging on signals f...

(1)
Feb 2026 41649157
Detecting isolated REM sleep behavior disorder at home using a lower-back wearable sensor.

Isolated REM Sleep Behavior Disorder (iRBD) is a strong predictor of neurodegenerative diseases, par...

(1)
Feb 2026 41644688
Digital Phenotyping for Adolescent Mental Health: Feasibility Study Using Machine Learning to Predict Mental Health Risk From Active and Passive Smartphone Data.

BACKGROUND: Adolescents are particularly vulnerable to mental disorders, with over 75% of lifetime c...

(1)
Feb 2026 41637624
Comprehensive Insight into Analytical Strategies for the Determination of Zolpidem and Its Metabolites in Different Matrices.

Zolpidem (ZLP), a non-benzodiazepine hypnotic of the imidazopyridine class, is widely prescribed for...

(1)
Feb 2026 41630687
Assessing the Feasibility, Usability, Acceptability, and Efficacy of an AI Chatbot for Sleep Promotion: Quasi-Experimental Study.

BACKGROUND: Poor sleep is a concerning public health problem in the United States. Previous sleep in...

(1)
Feb 2026 41632970
Redefining obstructive sleep apnea diagnosis: An attention augmented CNN-BiLSTM hybrid alternative to traditional PSG testing.

Obstructive sleep apnea (OSA) is a common sleep disorder characterized by repeated episodes of upper...

(1)
Jan 2026 41684745
Self-Supervised Speech Representations for Sleep Apnea Severity Prediction.

OBJECTIVE: Obstructive sleep apnea (OSA) is a prevalent yet underdiagnosed condition characterized b...

(1)
Jan 2026 41557573
Deep learning-based automatic adenoid segmentation and a novel volume-based index for adenoid hypertrophy assessment.

BACKGROUND: Adenoid hypertrophy is a common cause of pediatric obstructive sleep apnea (OSA), which ...

(1)
Jan 2026 41545817
Neural signatures of major depressive disorder with comorbid insomnia: Low gamma PoCG.R-INS.L connectivity as a potential biomarker.

BACKGROUND: Insomnia is a common and distressing symptom in major depressive disorder (MDD). However...

(1)
Jan 2026 41529733
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