Neurology

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

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A Numerical Approach to Brace Treatment Prediction by Comprehensive Biomechanical Modeling of Adolescent Idiopathic Scoliosis.

Adolescent idiopathic scoliosis (AIS) requires effective and personalized brace treatment strategies to prevent progression and the potential need for surgery. However, monitoring and prediction of the spinal column deformities during bracing is not always possible. Relying only on traditional methods or clinicians' experience may pose a complex challenge in orthopedic care, as unique biological c...

Apr 1 2026 41891131

Integrating Eye Tracking and Inertial Sensing for Enhanced Freezing of Gait Detection in Parkinson's Disease.

Freezing of gait (FOG), a disabling symptom in Parkinson's disease, presents a major challenge for wearable classification algorithms that struggle to distinguish freezes from voluntary stops. To address this ambiguity, we evaluated whether incorporating eye-gaze kinematics could improve classification accuracy compared to using ankle-mounted inertial measurement units (IMUs) alone. We analyzed da...

Apr 1 2026 41891752
Design and Development of an Automated Electroencephalogram Signal Processing and Diagnostic Support Architecture Employing Advanced Deep Learning Models for Early Accurate and Scalable Detection of Neurological Diseases.

BACKGROUND AND PURPOSE: Electroencephalogram (EEG) signals play a vital role in analyzing neurological activity and diagnosing various neurological di...

Apr 1 2026 41902307
Predicting Long-Term Depression Progression in Parkinson's Disease: A Machine-Learning Survival Analysis and Risk Score.

BACKGROUND: Depression in Parkinson's disease (dPD) is common and heterogeneous, impairs quality of life, and may accelerate disease progression. Tool...

Apr 1 2026 41902606
Multimodal radiomics of precisely segmented hippocampal subfields: Iron deposition and structural biomarkers for early diagnosis of Alzheimer's disease.

Profiling imaging biomarkers of prodromal Alzheimer's disease (AD) against AD dementia may aid earlier diagnosis, yet approaches jointly capturing iro...

Mar 31 2026 41933850
Artificial intelligence for adaptive neuromodulation in drug-resistant epilepsy.

Drug-resistant epilepsy (DRE) affects nearly one third of people with epilepsy and is associated with substantial cognitive, psychiatric, and mortalit...

Mar 31 2026 41914206
The Best Reanimation Option for Early Stage Facial Paralysis: Triple Nerve Transfers Short-Term Outcomes.

INTRODUCTION: Facial paralysis is a challenging condition that affects both function and quality of life. Numerous surgical techniques have been descr...

Mar 31 2026 41914469
Artificial intelligence-assisted detection of epileptic spasms using electroencephalographic-video analysis.

OBJECTIVE: This study was undertaken to develop and validate an artificial intelligence (AI) diagnostic tool using hybrid electroencephalographic (EEG...

Mar 31 2026 41914624
Feature alignment and enhancement network with guided tuning for non-stationary EEG classification.

Objective.Electroencephalogram (EEG) signal variability caused by external factors and subject differences limits the adaptation of motor imagery (MI)...

Mar 31 2026 41914668
Towards Cognitive Impairment Screening in Elderly Communities with Audio-Visual Modal Disentangled Representation Learning.

Alzheimer's disease (AD) is pressing global health concerns, for which early diagnosis is critical to effective intervention. However, conventional ap...

Mar 31 2026 41915524
MuGEP: Multiplex Graph-Based Brain Network Modeling for Epileptic Seizure Prediction Using Intracranial EEG.

Accurate seizure prediction in advance is crucial for patients with epilepsy, as it helps prevent harm and improve life quality. Intracranial electroe...

Mar 31 2026 41915533
Perspective: Depression in Persons with Parkinson's Disease.

Depression is a prevalent and disabling syndrome characterized by sustained sadness and/or anhedonia, as well as cognitive and physical symptoms. In P...

Mar 31 2026 41916878
A deep joint-learning proteomics model for diagnosis of six conditions associated with dementia.

Co-pathology is a common feature of neurodegenerative diseases that complicates diagnosis, treatment and clinical management. However, sensitive, spec...

Mar 31 2026 41917159
Multi-Omics Analysis for Identifying Glial Dysfunction-Associated Genes as Therapeutic Targets and Drug Candidates in Alzheimer's Disease.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decline, amyloid-β plaques, and neurofibrillary tangle...

Mar 31 2026 41863516
Emotion recognition based on feature weight analysis of multiple physiological signals.

Emotion recognition stands as a complex and prominent challenge within contemporary artificial intelligence research. Deep learning on physiological s...

Mar 31 2026 41915712
Neural feature alignment between large language models and brain activities: A knowledge-based framework for cross-modal analysis.

Recent studies examining the representational alignment between Large Language Models (LLMs) and brain activity show promising correspondences, yet la...

Mar 30 2026 41962364
Forecasting migraine with time-series machine learning from mobile health data.

BACKGROUND: Machine learning provides a powerful framework to model the complex patterns underlying migraine attack onset from real-world high dimensi...

Mar 30 2026 41913100
Efficient Voice-Based Parkinson Classification via Algorithm-Level Class Balancing.

Parkinson's disease (PD) is a progressive neurodegenerative disorder, and the diagnostic procedures are very crucial in enhancing patient outcomes whe...

Mar 30 2026 41916782
Integrating Digital Health Into Stroke Policies.

Stroke remains a leading cause of death and disability worldwide. In response, many governments have developed stroke policies emphasizing prevention,...

Mar 30 2026 41906872
Early Versus Delayed Anticoagulation in Acute Ischaemic Stroke with Atrial Fibrillation According to Infarct Volume and Location: a Prespecified Subgroup Analysis of the OPTIMAS Randomised Controlled Trial.

BackgroundRandomised trials have demonstrated that early anticoagulation after acute atrial fibrillation-associated ischaemic stroke is safe and non-i...

Mar 30 2026 41906919
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