Neurology

Latest AI and machine learning research in neurology for healthcare professionals.

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Physics-informed graph neural networks for robust cross-patient epileptic seizure prediction via chimera state detection.

BACKGROUND: Epilepsy affects approximately 50 million individuals worldwide, with 30% experiencing d...

Apr 2026 41926489
EEG-AI: An agentic system for AI-assisted semi-automated EEG preprocessing and artifact removal.

BACKGROUND: EEG is widely used to identify neural markers, personalize treatments, and evaluate inte...

Apr 2026 41932504
Clinical applications of EEG connectivity in acute brain injuries: A systematic review.

OBJECTIVE: While connectivity methods have been widely studied as predictors of recovery in chronic ...

Apr 2026 41934725
U-Mamba-Spectra: A novel generative and explainable framework for camel milk adulteration detection using near-infrared spectral learning.

Camel milk is vulnerable to adulteration due to its high value and limited supply. This study propos...

Apr 2026 41936785
Exploration of an admittance control method for multi-segment spinal motion loading.

BACKGROUND: In vitro testing is a fundamental approach for advancing spinal biomechanics research. H...

Apr 2026 41935417
Machine learning in epilepsy.

Epilepsy is a complex neurological disorder characterized by pathological processes that unfold acro...

Apr 2026 41932012
AI-Driven Multimodal Analysis of Neuroimaging and Speech Data for Diagnosis of Alzheimer's, Parkinson's, and Epilepsy.

This study investigates the application of machine learning (ML) techniques combined with neuroimagi...

(1)
Apr 2026 41918394
Eye movement features are associated with cognitive and mobility decline.

BackgroundEye movement is a vital indicator of neurodegenerative diseases, brain health, and behavio...

Apr 2026 41919773
Multimodal attention-enhanced network of segmenting acute ischemic stroke from perfusion images.

Acute ischemic stroke (AIS) is a major cause of long-term disability and mortality worldwide. Accura...

Apr 2026 41920480
Focal-DenseNet: A Risk Assessment Framework for Alzheimer's Disease in Heterogeneous MRI Data.

Alzheimer's disease (AD) is a progressive neurodegenerative disease of the nervous system, which has...

Apr 2026 41920507
Artificial intelligence for educating family caregivers of people with dementia: A mixed methods systematic review.

Dementia is a growing global health challenge, with the majority of individuals living with dementia...

Apr 2026 41926851
A scalable EEG-based spatial neglect detection system in augmented reality for stroke patients.

BACKGROUND: Spatial neglect is a common visuospatial attention disorder following a stroke. To overc...

(3)
Apr 2026 41926879
Self-Supervised Learning With Adaptive Graph Modeling for EEG-Based Epileptic Seizure Classification.

OBJECTIVE: Epileptic seizure classification using EEG signals remains a significant challenge due to...

Apr 2026 40902048
OPTIMUS: Predicting Multivariate Outcomes in Alzheimer's Disease Using Multi-Modal Data Amidst Missing Values.

OBJECTIVE: Alzheimer's disease, a progressive neurodegenerative disorder, involves neural, genetic, ...

(1)
Apr 2026 40932805
Energy-Efficient EEG-Based Autism Spectrum Disorder Detection Using a Hyperbolic Attention Neural Network.

Long-term physiological monitoring using wearable wireless systems represents a paradigm change in n...

Apr 2026 41607078
Channel Transformer-Based Generative Adversarial Network With Multi-Instance Attention and Nutcracker Optimization for Automatic Seizure Detection Using EEG.

The current literature on automatic seizure detection based on EEG has obtained significant accuracy...

(1)
Apr 2026 41612957
Optimized Seizure Detection in EEG Using Dual-Branch Feature Fusion and Machine Learning Technique.

Epilepsy is a neurological disorder of the brain that generates seizures due to abnormal electrical ...

(1)
Apr 2026 41619216
Scalp Electroencephalography Markers of Hidden Interictal Epileptiform Discharges in the Mesial Temporal Lobe.

Interictal epileptiform discharges (IEDs) are crucial for epilepsy diagnosis but are often undetecta...

Apr 2026 41663307
EEG Emotion Recognition With Uncertainty-Aware Contrastive Learning and Frequency-Aware Self-Attention.

Electroencephalography (EEG) emotion recognition plays a key role in improving human-machine interac...

Apr 2026 41740097
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