Sleep Disorders - Page 20 | AI Medical Compendium

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Neurology Subcategories: Autism Dementia Head Trauma Parkinson's Disease Seizures Sleep Disorders

Showing 400-420 of 2,814 articles

Temporally Continuous Automated Sleep-Wake Classification Using Deep Learning

Segmenting sleep into fixed 30-second epochs remains central to current sleep scoring practice, yet ...

Jan 2025 10.64898/2025.12.03.25341129

SleepGPT: A Sleep Stage Language Model for Efficient Sleep Assessment

Accurate and scalable sleep assessment is crucial for diagnosing sleep disorders and advancing perso...

Jan 2025 10.1101/2024.10.26.24316166

Research hotspots and future trends of insomnia in Parkinson's disease: a bibliometric and visualization analysis from 1973 to 2024.

UNLABELLED: Despite the growing body of research on Parkinson's disease (PD) and insomnia, comprehe...

Jan 2025 40416738

Predicting Suicidal Ideation Among Youths With Autism Spectrum Disorder: An Advanced Machine Learning Study.

This study aimed to predict suicidal ideation among youth with autism spectrum disorder (ASD) by app...

Jan 2025 40369905

Machine Learning Models to Identify Clinically Significant Anxiety in Short-Term Insomnia Using Accelerometers.

Clinically significant anxiety (CSA) is common in individuals with short-term insomnia. This study a...

(1)

Jan 2025 40395979

An Attentive Dual-Encoder Framework Leveraging Multimodal Visual and Semantic Information for Automatic OSAHS Diagnosis

Obstructive sleep apnea-hypopnea syndrome (OSAHS) is a common sleep disorder caused by upper airwa...

Dec 2024 http://arxiv.org/abs/2412.18919v1

Mamba-based Deep Learning Approaches for Sleep Staging on a Wireless Multimodal Wearable System without Electroencephalography

Study Objectives: We investigate Mamba-based deep learning approaches for sleep staging on signals...

(1)

Dec 2024 http://arxiv.org/abs/2412.15947v2

Personalized Sleep Staging Leveraging Source-free Unsupervised Domain Adaptation

Sleep staging is crucial for assessing sleep quality and diagnosing related disorders. Recent deep...

Dec 2024 http://arxiv.org/abs/2412.12159v1

A novel deep learning model for obstructive sleep apnea diagnosis: hybrid CNN-Transformer approach for radar-based detection of apnea-hypopnea events.

STUDY OBJECTIVES: The demand for cost-effective and accessible alternatives to polysomnography (PSG)...

Dec 2024 39115132

EEG Spectral Analysis in Gray Zone Between Healthy and Insomnia

This study investigates the sleep characteristics and brain activity of individuals in the gray zo...

(1)

Nov 2024 http://arxiv.org/abs/2411.09875v1

Improving snore detection under limited dataset through harmonic/percussive source separation and convolutional neural networks

Snoring, an acoustic biomarker commonly observed in individuals with Obstructive Sleep Apnoea Synd...

(1)

Oct 2024 http://arxiv.org/abs/2410.23796v1

Combining a wireless radar sleep monitoring device with deep machine learning techniques to assess obstructive sleep apnea severity.

STUDY OBJECTIVES: The gold standard for diagnosing obstructive sleep apnea (OSA) is polysomnography ...

(1)

Aug 2024 38546033

[Constructing a cataplexy face prediction model for narcolepsy type 1 based on ResNet-18].

To establish a prediction model for the identifying of cataplexy facial features based on clinical ...

(1)

Jul 2024 38978380

Predicting Obstructive Sleep Apnea Based on Computed Tomography Scans Using Deep Learning Models.

The incidence of clinically undiagnosed obstructive sleep apnea (OSA) is high among the general pop...

(1)

Jul 2024 38471111

Heterogeneous Effects of Continuous Positive Airway Pressure in Non-Sleepy Obstructive Sleep Apnea on Cardiovascular Disease Outcomes: Machine Learning Analysis of the ISAACC Trial (ECSACT Study).

Randomized controlled trials of continuous positive airway pressure (CPAP) therapy for cardiovascul...

(1)

Jul 2024 38358332

Ensemble Learning Approaches for Automatic Detection of Chronic Kidney Disease Stages during Sleep.

This study investigates the use of ensemble learning methods for the automatic detection of chronic ...

(5)

Jul 2024 40039046

Sleep structure discriminates patients with isolated REM sleep behavior disorder: a deep learning approach.

Rapid eye movement (REM) sleep behavior disorder (RBD) is a disorder characterized by increased musc...

(2)

Jul 2024 40039123

Predicting Sleep Quality via Unsupervised Learning of Cardiac Activity.

While highly important for a person's mood, productivity, and physical performance, perceived sleep ...

(2)

Jul 2024 40039685

Toward personalized care for insomnia in the US Army: a machine learning model to predict response to cognitive behavioral therapy for insomnia.

STUDY OBJECTIVES: The standard of care for military personnel with insomnia is cognitive behavioral ...

(1)

Jun 2024 38300822

Evaluating insomnia queries from an artificial intelligence chatbot for patient education.

STUDY OBJECTIVES: We evaluated the accuracy of ChatGPT in addressing insomnia-related queries for pa...

Apr 2024 38217478

Standardized image-based polysomnography database and deep learning algorithm for sleep-stage classification.

STUDY OBJECTIVES: Polysomnography (PSG) scoring is labor-intensive, subjective, and often ambiguous....

Dec 2023 37703391