Neurology

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

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Machine learning-based identification of potential diagnostic signatures in spinal cord injury.

STUDY DESIGN: Bioinformatics analysis. OBJECTIVES: To explore the diagnostic signatures for patients...

(1)
Feb 2026 41760790
Deep learning for fast screening and localization of spinal dural arteriovenous fistulas to enhance clinical workflow.

Manual processing of spinal CTA images for detecting dural arteriovenous fistulas (SDAVF) is laborio...

(1)
Feb 2026 41760890
Machine learning-guided Huanglian Jiedu decoction targets STING in periodontitis-induced Alzheimer's Disease.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder increasingly associated with pe...

Feb 2026 41760895
Structural signature of plasma proteins classifies the status of Alzheimer's disease.

Alzheimer's disease (AD) involves proteostasis dysregulation causing protein misfolding, but whether...

Feb 2026 41760935
A Preliminary Report: Screening Idiopathic Scoliosis (IS) With a Smartphone Application.

INTRODUCTION: Idiopathic scoliosis (IS) is a 3-dimensional spinal deformity that affects ∼3.1% of th...

Feb 2026 41747211
Explainable AI for gait speed analysis from multimodal data fusion.

Gait speed analysis is vital for applications in healthcare, rehabilitation, human-robot interaction...

Feb 2026 41758888
ATCRN: Attention-guided Temporal Convolutional Remix Network for P300 speller.

BACKGROUND: The P300 speller is a prominent brain-computer interface (BCI) that facilitates communic...

Feb 2026 41763275
Neuroimaging-Based Deep Learning Applications for Lesion Detection and Predicting the Outcome Following Epilepsy Surgery.

Neuroimaging studies are essential for evaluating patients with drug-resistant focal epilepsy and de...

Feb 2026 41932780
[CefaleApp: A Mobile Application for Migraine Diagnosis in Primary Health Care].

INTRODUCTION: Headaches are the main reason for visits to Neurology clinics, and migraine is the mos...

(1)
Feb 2026 41761995
Integrating Multimodal Neuroimaging and Physical-Health Markers for Autism Spectrum Disorder in the ABCD Study.

BACKGROUND: Autism Spectrum Disorder (ASD) is a complex neurodevelopmental condition characterized b...

Feb 2026 41762048
Task-evoked brain network dynamics underlying cognitive control using source-localized EEG and machine learning.

OBJECTIVE: Functional connectivity (FC) coordinates brain activity during cognitive tasks, yet the i...

Feb 2026 41763406
Multimodal Representation Learning for Parsing Biological Heterogeneity in Psychiatric Neuroimaging.

For decades, psychiatric neuroimaging has searched for biomarkers of depression and other disorders,...

Feb 2026 41763441
Early Diagnosis of Alzheimer's: Machine Learning Analysis Leveraging Structural MRI.

INTRODUCTION: Alzheimer's disease (AD) is characterized by significant brain atrophy, detectable via...

Feb 2026 41764603
Exploring key risk factors for loss to follow-up after hospitalization for acute stroke.

BACKGROUND: A significant proportion of stroke patients are lost to follow-up (LTFU) after discharge...

Feb 2026 41759236
Right and Left Atrial Dysfunction as Independent Cardiovascular Risk Factors: A UK Biobank Study.

BACKGROUND: Atrial cardiopathy often precedes atrial fibrillation (AF) and has emerged as an indepen...

(1)
Feb 2026 41744085
EEG microstate-derived dynamic network biomarkers for lateralization and structural etiology in temporal lobe epilepsy.

OBJECTIVE: Temporal lobe epilepsy (TLE) is the most common focal epilepsy but remains highly heterog...

Feb 2026 41744907
AI-Enabled Wearables for Motor Function Assessment and Rehabilitation in Parkinson Disease: Scoping Review.

BACKGROUND: Artificial intelligence (AI)-enabled wearable devices are rapidly emerging in rehabilita...

(1)
Feb 2026 41746703
CPGPrompt: translating clinical guidelines into large language model-executable decision support.

OBJECTIVE: Clinical practice guidelines (CPGs) provide evidence-based recommendations for patient ca...

(1)
Feb 2026 41746783
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