Neurology

Sleep Disorders

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

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Showing 22-42 of 2,814 articles
Deep learning-based classification of wakefulness, sleep, and rumination states in dairy cows from polysomnography and RumiWatch data.

Sleep is essential for the health and welfare of dairy cattle, yet accurate monitoring remains chall...

(2)
Sep 2026 42716298
Deep Learning-Based Automated Versus Manual Snoring Scoring in Sleep Disordered Breathing.

OBJECTIVES: Snoring is a major acoustic manifestation of upper airway obstruction and an indicator o...

(1)
Aug 2026 42670699
Machine learning prediction of the change in sleepiness following continuous positive airway pressure in obstructive sleep apnea: a multi-cohort analysis.

STUDY OBJECTIVES: To predict the improvement in sleepiness following continuous positive airway pres...

(1)
Aug 2026 42623284
MDAGCN: A multimodal dynamic adaptive graph convolutional network for sleep staging.

Existing deep-learning-based sleep staging frameworks frequently rely on shared multimodal feature e...

(1)
Aug 2026 42616264
Interpretable Topic Modeling of Spontaneous Speech in Depression Using Large Language Models: Multilingual Four-Cohort Study.

BACKGROUND: Depression is underdiagnosed worldwide, and clinicians rely on interpreting patients' su...

(3)
Aug 2026 42607290
Better sleep now, better cognition later? Predicting cognitive function using a machine learning-based sleep EEG brain health score.

STUDY OBJECTIVES: Sleep state electrocortical activity measured using electroencephalograms (EEG) is...

(2)
Aug 2026 41964500
Seismo-Mat: mattress-embedded inertial sensors for unobtrusive monitoring of heart rate, respiratory rate, and bed occupancy during sleep.

OBJECTIVE: Continuous monitoring of heart rate (HR) and respiratory rate (RR) during sleep may suppo...

(1)
Aug 2026 42585051
Data-driven insights in menopause: A scoping review of sensors and AI.

Menopause is a complex biological transition associated with physiological and psychosocial changes ...

(2)
Aug 2026 42585780
Performance of nine large language models on real-world polysomnography interpretation for obstructive sleep apnea: a multi-dimensional comparative analysis.

PURPOSE: The diagnostic and therapeutic capabilities of large language models in interpreting real-w...

(3)
Aug 2026 42562902
Optimizing mask selection for obstructive sleep apnea treatment with CPAP.

Selecting an appropriate mask is crucial for the success of continuous positive airway pressure (CPA...

(3)
Aug 2026 42567478
A multifaceted approach for obstructive sleep apnea classification from ECG signal using deep learning.

Obstructive sleep apnea (OSA) is a common sleep disorder associated with increased cardiovascular an...

(1)
Aug 2026 42557398
The Human Sleep Project: A Multi-Center Clinical Polysomnography Dataset Across the Human Lifespan.

STUDY OBJECTIVES: Sleep research has been limited by the lack of large, diverse polysomnography (PSG...

(4)
Aug 2026 42555111
Automatic sleep staging and atonia detection in RBD using single-channel chin EMG.

Study ObjectivesThe diagnosis of rapid eye movement (REM) sleep behavior disorder (RBD) is of clinic...

(2)
Aug 2026 42545038
Validation of a deep learning-based system for sleep staging, arousal detection, and respiratory event scoring in atrial fibrillation patients.

PURPOSE: Obstructive sleep apnea is a common yet underdiagnosed sleep disorder in patients with atri...

(1)
Aug 2026 42547694
Accuracy of Machine Learning Algorithms Based on Electroencephalogram in Sleep Apnea Detection: Systematic Review and Meta-Analysis.

BACKGROUND: Sleep apnea (SA) is a serious sleep disorder, and its diagnostic gold standard, polysomn...

(6)
Jul 2026 42537009
Development and Evaluation of Individualized Music Therapy for Common Mental Disorders: Protocol for a Multistage Study.

BACKGROUND: Pharmacotherapy for common mental disorders is frequently limited by adverse events and ...

(1)
Jul 2026 42520220
Predictor Of Mortality In Obstructive Sleep Apnoea: Results of Explainable Deep Learning based Survival Analysis From a 15-Year Follow-Up.

INTRODUCTION: Obstructive sleep apnoea (OSA) is a respiratory disorder with comorbidities of several...

(1)
Jul 2026 42490354
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