Neurology

Sleep Disorders

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

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Showing 85-105 of 2,814 articles
The potential of clustering methods for pre-test triage in sleep medicine: A systematic review.

Sleep disorders exhibit substantial heterogeneity, and traditional classifications may not fully cap...

(1)
May 2026 42335793
On the usage of artificial intelligence for identifying main attributes and predicting neonatal sepsis.

During the neonatal period, newborns are more susceptible to developing conditions and diseases due ...

May 2026 42135396
Wireless, skin-interfaced multimodal sensing system for continuous psychophysiological monitoring-A wearable polygraph device.

Accurate, continuous monitoring of psychophysiological states is central to understanding stress and...

(1)
May 2026 42127197
Noninvasive neurophysiological diagnostics of delayed cerebral ischemia in aneurysmal subarachnoid hemorrhage: a scoping review.

BACKGROUND: Delayed cerebral ischemia (DCI) is a major complication following aneurysmal subarachnoi...

May 2026 42115511
Machine Learning-Based Multidimensional Oximetry for Obstructive Sleep Apnea Screening: Development and External Validation.

BACKGROUND: Obstructive sleep apnea (OSA) affects nearly one billion people globally and poses a sub...

May 2026 42102385
Development and validation of a clinlabomics-based machine-learning model for noninvasive risk stratification of moderate-to-severe OSA.

PURPOSE: Obstructive sleep apnea (OSA) is a highly prevalent sleep disorder strongly associated with...

(1)
May 2026 42119217
Global Perspectives on CNS Drug Innovation: Achievements, Barriers, and Priorities for the Next Decade.

BACKGROUND: Over the past decade, neuropsychopharmacology has shifted from stagnation to momentum, w...

May 2026 42096531
Machine learning-based prediction of ventilator therapeutic pressure for optimized CPAP titration.

BACKGROUND: Accurate prediction of therapeutic pressure for Continuous Positive Airway Pressure (CPA...

(1)
May 2026 42087200
[Dynamic assessment of upper airway in obstructive sleep apnea patients with a focus on drug-induced sleep endoscopy].

The key pathophysiological feature of obstructive sleep apnea(OSA) is dynamic collapse of the upper ...

(1)
May 2026 42037441
Machine learning to diagnose, classify and predict phenoconversion in isolated REM sleep behavior disorder.

Rapid eye movement (REM) sleep behaviour disorder (RBD), particularly its idiopathic/isolated form (...

(2)
Apr 2026 42068794
Deep learning-based automatic scoring of drug-induced sleep endoscopy in obstructive sleep apnea.

Polysomnography is the standard tool for assessing obstructive sleep apnea (OSA) severity; however, ...

(1)
Apr 2026 42050026
Boon or a bane: Different usage of LLM correlates with mental health.

BACKGROUND: While large language models (LLMs) are increasingly integrated into daily life, the rela...

(2)
Apr 2026 42034246
Monitoring airline pilot mental health: a 3PM framework utilising digital phenotyping and AI.

The aeromedical certification of commercial airline pilots relies on periodic, self-disclosure-depen...

(2)
Apr 2026 42179459
Artificial intelligence in sleep medicine I: Diagnosis, treatment, care, and research.

Artificial intelligence (AI) is transforming sleep medicine (SM) through improved diagnostics, thera...

(2)
Apr 2026 42013795
Simplified and accurate approach to sleep disorder prediction using body composition metrics: a development and validation study.

Predicting the risk of sleep disorders such as insomnia, obstructive sleep apnea (OSA), and comorbid...

(1)
Apr 2026 41045148
The Insomnia EEG Score: a new tool for the classification of people with poor sleep.

Quantitative features could help objectively identify and grade insomnia severity, though there is c...

Apr 2026 41217192
Multimodal cardiovascular risk profiling using self-supervised learning of polysomnography.

STUDY OBJECTIVES: Polysomnography (PSG) provides a comprehensive assessment of brain, cardiac, and r...

(3)
Apr 2026 41288599
Automatic sleep staging from CPAP airflow using a dual fusion multi-period convolutional neural network.

BACKGROUND: Continuous Positive Airway Pressure (CPAP) therapy is the standard treatment for obstruc...

(1)
Apr 2026 41990791
Digital Technology for Sleep Symptoms in Parkinson's Disease: A Scoping Review.

Sleep disturbances are highly prevalent and clinically significant non-motor features of Parkinson's...

(2)
Apr 2026 41978221
Bridging the Gender Gap in Obstructive Sleep Apnea: A Machine Learning Approach to Screening Women for Moderate-to-Severe Disease.

INTRODUCTION: Obstructive sleep apnea (OSA) can cause severe complications if left untreated. Severa...

(2)
Apr 2026 41979987
A domain adversarial network for small-sample obstructive sleep apnea detection using a single-lead piezoelectric sensor.

OBJECTIVE: In recent years, increasing attention to sleep health has accelerated development of wear...

Apr 2026 41962584
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