Neurology

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

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Multiple-Classifier Binary Convolutional Siamese Networks for Code-Modulated Visual Evoked Potential Classification.

OBJECTIVE: Non-invasive Brain-Computer Interfaces (BCIs) based on Code-Modulated Visual Evoked Potentials (c-VEPs) using electroencephalography (EEG) signals require robust classification algorithms. It is unclear whether the best approach is to use a similarity measure or to follow a discriminant method. METHODS: We propose a multiple-classifier binary convolutional Siamese (MCBCS) network for si...

Aug 21 2026 42627741

SPD Matrix Learning for Neuroimaging Analysis: Perspectives, Methods, and Challenges.

Neuroimaging provides essential tools for characterizing brain activity and inter-regional connectivity through modalities that capture complementary aspects of brain organization. At the same time, extracting meaningful neural signatures remains challenging because each modality introduces its own sources of variability, including measurement noise, spatial and temporal distortions, heterogeneous...

Aug 21 2026 42627746
Rapid whole-brain susceptibility source separation using sub-minute three-dimensional multiple overlapping-echo detachment acquisition.

OBJECTIVE: Magnetic susceptibility source separation provides profound insights into tissue pathophysiology by disentangling the underlying paramagnet...

Aug 21 2026 42628565
Mechanisms of brain-body interactions in post-stroke visceral dysfunction and recovery.

Traditionally, stroke has been characterized as an acute focal brain injury; however, its clinical consequences extend beyond neurological deficits to...

Aug 21 2026 42628781
A multi-platform comparison and machine learning associative analysis study on the information dissemination effect of short videos for cerebral hemorrhage: A cross-sectional study based on TikTok and Bilibili.

Cerebral hemorrhage is a critical public health issue marked by high incidence, disability, and mortality. In China, short-video platforms have become...

Aug 21 2026 42629760
AI and neuroimaging in autism spectrum disorder: advances in diagnosis, methodological challenges and future directions.

BACKGROUND: Autism Spectrum Disorder (ASD) is characterized by challenges in social interaction, communication, and restricted or repetitive behaviors...

Aug 21 2026 42625082
Dissecting multimodal predictors of psychosis risk and remission in youth at ultra‑high risk of developing psychosis: An exploratory study.

Early identification of individuals at risk of developing psychosis enables timely intervention and better clinical outcomes. Current approach relies ...

Aug 21 2026 42627847
Computed Tomographic Angiography-Based Radiomics Predicted Stroke Recurrence in Patients With Symptomatic Intracranial Atherosclerotic Stenosis.

BACKGROUND: The aim of the current study was to investigate the predictive values of computed tomographic angiography-derived radiomics features (RFs)...

Aug 20 2026 42622101
Systematic Review on Noncomputed Tomography-Based Technologies for Prehospital Stroke Diagnosis.

Effects of stroke therapies area highly time dependent but onset-to-treatment times for recanalizing treatment are mostly beyond optimal time windows....

Aug 20 2026 42622212
Large Language Models in Spine Surgery: A Scoping Review of Clinical Efficacy, Technical Integration, and Ethical Paradigms.

Study DesignScoping review.ObjectivesTo map spine literature on large language models, characterize reported use cases, and identify evidence gaps lim...

Aug 20 2026 42622533
Explainable 3D deep learning from full-head MRI suggests scalp and skull involvement in Alzheimer's disease.

BackgroundEmerging evidence suggests that extracranial tissues and immune-glymphatic interactions may contribute to neurodegenerative processes in Alz...

Aug 20 2026 42622811
Biomechanics-Embedded Deep Learning for Joint Moment Estimation in Clinical Gait Analysis for Cerebral Palsy: A Learnable Hill-Type Pathway.

Accurate lower-limb joint moment estimation is essential for clinical gait analysis in children with cerebral palsy (CP), yet conventional methods req...

Aug 20 2026 42623196
Engineering a Timing-Accurate VR-EEG-Oculomotor Fusion System for Objective Assessment of Executive Function in ADHD.

Objective, scalable assessment of executive function in Attention-Deficit/Hyperactivity Disorder (ADHD) is limited by subjective rating scales and sin...

Aug 20 2026 42623203
PreMemMoRF: A pretraining-fine-tuning framework for predicting membrane molecular recognition features.

Membrane molecular recognition features (MemMoRFs) are lipid-binding intrinsically disordered regions (IDRs) that undergo disorder-to-order transition...

Aug 20 2026 42623213
Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset.

BACKGROUND: Voice-based deep learning models for Parkinson disease (PD) and dementia screening report areas under the curve (AUCs) of 0.85-0.97, but r...

Aug 20 2026 42623305
Performance of Two AI Approaches in ASReview Compared With Manual Screening for Dementia Care Literature Screening: Comparative Analysis.

BACKGROUND: Literature reviews rely on rigorous title and abstract screening by researchers, which is time-consuming. AI-assisted literature screening...

Aug 20 2026 42623420
A grade-specific clinical prediction rule for independent walking after traumatic spinal cord injury.

OBJECTIVE: To identify significant predictors for individual American Spinal Injury Association Impairment Scale (AIS) grades, and develop a clinical ...

Aug 20 2026 42624188
Therapeutic targeting of G protein-coupled receptors in central nervous system disorders: from novel mechanisms to precision pharmacology.

G protein-coupled receptors (GPCRs) are major therapeutic targets for central nervous system disorders, with more than 500 approved drugs targeting th...

Aug 20 2026 42624449
Interthalamic adhesion alterations in multiple sclerosis: associations with thalamic damage and cognition.

BACKGROUND/OBJECTIVES: We investigated whether the interthalamic adhesion (IA), a midline structure connecting the thalami, is altered in multiple scl...

Aug 20 2026 42624921
A multimodal EMG-IMU dataset and multi-dataset benchmark for deep learning-based human activity recognition.

Human Activity Recognition (HAR) using wearable sensors is relevant to rehabilitation, assistive robotics, and mobile health applications. This study ...

Aug 20 2026 42624935
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