Neurology

Sleep Disorders

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

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Showing 148-168 of 2,814 articles
Sleep apnoea and its consequences: from animal models to precision medicine.

A European Respiratory Society research seminar entitled "Sleep Apnoea and Its Consequences: From An...

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Jan 2026 41547323
Subjective sleep quality predict clinical pain severity more strongly than polysomnographic parameters: Machine learning findings from a cross-sectional study.

Poor sleep quality amplifies pain experience. However, it remains uncertain regarding whether subjec...

(2)
Dec 2025 41475161
Korean longitudinal study on digitally optimized mental healthcare: a cohort profile.

The Korean Longitudinal Study on Digitally Optimized Mental Healthcare is an innovative multicenter ...

(1)
Dec 2025 41455494
Refining Sleep-Disordered Breathing Annotations Across Multiple Public Sleep Study Datasets.

Polysomnography annotations in Sleep Heart Health Study (SHHS), Osteoporotic Fractures in Men Study ...

(1)
Dec 2025 41431151
Diagnostic modalities in pediatric obstructive sleep apnea: A review article.

BACKGROUND: Pediatric obstructive sleep apnea (OSA) affects ∼3 % of children and causes adverse neur...

(2)
Dec 2025 41418344
How Technology Can Increase Access to Sleep Health Care.

Sleep disorders, like insomnia and sleep apnea, affect millions globally and negatively impact healt...

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Nov 2025 41720545
Exploring functional insights into the human gut microbiome via the structural proteome.

The human gut microbiome contains numerous proteins whose functions remain elusive yet are pivotal t...

(2)
Nov 2025 41308638
Sleep stage classification from ECG using machine learning: Evaluating the impact of signal duration.

Sleep stage flagging is critical for diagnosing conditions like insomnia, sleep apnea, and narcoleps...

(1)
Nov 2025 41404494
POLR2C, HIF1A, CD4, and CREB1 as the identified key regulators in geriatric insomnia: A comprehensive approach using systems biology and machine learning methods.

BACKGROUND: Insomnia is a prevalent sleep disorder in older adults with an unknown pathogenesis. Thi...

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Nov 2025 41289970
Development of explainable machine learning-based prediction models of depression with mild and severe insomnia in middle-aged and elderly Chinese people.

BACKGROUND: The risk of depression is significantly elevated in middle-aged and older adults with in...

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Nov 2025 41224010
Uncovering predictors of bipolar II conversion to bipolar I: A machine learning analysis of national health records in Taiwan.

BACKGROUND: Bipolar II disorder (BD-II) can progress to bipolar I disorder (BD-I), carrying profound...

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Oct 2025 41138948
Research experience and career factors in relation to mental health problems: Prevalence, risk factors, and machine learning-based predictive estimates.

BACKGROUND: Mental health issues, including depression, anxiety, and insomnia, are increasingly prev...

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Aug 2025 40817703
Predicting Sleep and Sleep Stage in Children Using Actigraphy and Heartrate via a Long Short-Term Memory Deep Learning Algorithm: A Performance Evaluation.

Children's ambulatory sleep is commonly measured via actigraphy. However, traditional actigraphy mea...

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Jul 2025 40676371
Novel technologies for REM sleep behavior disorder detection for home screening in Parkinson's disease and related alpha-synucleinopathies.

Isolated REM sleep behavior disorder (iRBD) is a prodromal marker of Parkinson's disease (PD) and re...

(1)
Jul 2025 40610478
Sleep disturbances and PTSD: identifying baseline predictors of insomnia response in an intensive treatment programme.

This study examined whether baseline demographic and clinical variables could predict clinically si...

(1)
Jun 2025 40549579
World of ScoreCraft: Novel Multi-Scorer Experiment on the Impact of a Decision Support System in Sleep Staging.

Manual scoring of polysomnography (PSG) is a time-intensive task, prone to inter-scorer variability ...

(1)
Jun 2025 40537888
Adaptive weighted dual MAML: Proposing a novel method for the automated diagnosis of partial sleep deprivation.

INTRODUCTION: Sleep disorders significantly disrupt normal sleep patterns and pose serious health ri...

(1)
Jun 2025 40512732
A Machine-Learning-Based Investigation on the Formation and Evolution of Silicic Acid Oligomers Structurally Analogous to Zeolite Building Units.

A machine-learning (ML) based model that is capable of predicting the formation free energy of a sil...

(1)
Jun 2025 40473394
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