Neurology

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

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Applying ensemble machine learning techniques to MRI scans to predict Alzheimer's disease.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder and the leading cause of dement...

Jun 2026 42337295
Bayesian Uncertainty-aware Deep Learning with noisy labels: Tackling annotation ambiguity in EEG seizure detection.

Deep learning is advancing EEG processing for automated epileptic seizure detection and onset zone l...

(1)
Jun 2026 42335163
Bobcat-optimized hybrid quantum-classical spike-driven network for MRI-based Alzheimer's stage prediction.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder that severely affects memory, c...

Jun 2026 42240303
Epilepsy-IEDs: An automated machine learning model for detecting interictal epileptiform discharges from scalp electroencephalograms.

Interictal epileptiform discharges (IEDs) are essential for epilepsy diagnosis, yet visual electroen...

Jun 2026 42382995
Prediction of lower limb compensation for adult degenerative spine patients using spinopelvic parameters: a machine learning approach.

STUDY DESIGN: Retrospective study. OBJECTIVE: This work aims to estimate using machine learning the ...

Jun 2026 42332691
Machine learning based prediction models for first stroke in community primary care: a systematic review and meta-analysis.

BACKGROUND: Stroke is the third leading cause of death and the fourth leading cause of disability gl...

Jun 2026 42332728
Archetypal analysis quantifies changes in patterns of visual field loss in eyes with acute non-arteritic anterior ischaemic optic neuropathy.

AIMS: We characterised visual field (VF) spatial loss patterns in acute non-arteritic anterior ischa...

Jun 2026 41448866
Predicting persistent pain after total knee arthroplasty using different machine learning algorithms.

BACKGROUND AND PURPOSE:  After total knee arthroplasty (TKA), 10-20% of patients remain unsatisfied....

(3)
Jun 2026 42329268
Age-related metabolomic signatures and stroke susceptibility in a population-based cohort.

Aging-related metabolic dysregulation and vascular vulnerability contribute substantially to stroke ...

Jun 2026 42329535
Cross-Level Topological Framework: Learning Explainable Region-Channel Representations from EEG Signals for Emotional Decoding.

Constructing functional connectivity networks from electroencephalogram (EEG) channels and using gra...

Jun 2026 42329953
AAPM Consensus Guidelines on Neuromodulation Technologies and Neurocomputer Interfaces for Pain Management and Functional Recovery.

OBJECTIVE: To provide an evidence-based framework for healthcare professionals to use neuromodulatio...

Jun 2026 42330351
MindGrab: A Spectrally-Motivated Architecture for Accessible Deep Learning in Neuroimaging.

Deployment complexity and specialized hardware requirements hinder the adoption of deep learning mod...

(1)
Jun 2026 42331200
A blood transcriptomic signature anchored to central nervous system pathology enables noninvasive detection of multiple sclerosis.

BACKGROUND: Multiple sclerosis (MS) lacks noninvasive biomarkers anchored to central nervous system ...

(2)
Jun 2026 42331233
Alzheimer's disease risk prediction from clinical and social determinants of health: a machine learning cohort study in UK Biobank.

OBJECTIVES: Social determinants of health (SDOH) may improve Alzheimer's disease (AD) risk predictio...

Jun 2026 42331506
Diagnostic yield of electroencephalographyin the emergency department: protocol for the EMINENCE-M multicentre retrospective observational study.

INTRODUCTION: Emergency EEG (emEEG) is increasingly used in the emergency department (ED), but its d...

Jun 2026 42331575
A cloud-based miniscope for neurosurveillance of brain health and disease in freely behaving animals.

Miniaturized microscopes or 'miniscopes' for neuroimaging in freely behaving animals mostly operate ...

Jun 2026 42332086
Cross-attention guided explainable deep transformer model for multi-level classification of rare neurological disorders using MRI images.

Neurological disorders (ND) impact a significant number of the population all over the world, affect...

Jun 2026 42332136
Applications of electromyography in Amyotrophic Lateral Sclerosis: A systematic review.

This systematic review examined the use of surface electromyography (sEMG) for the neuromuscular ass...

Jun 2026 42329964
Evaluating multi-level membership inference risk in federated EEG learning.

Electroencephalography (EEG) records electrical brain activity from the scalp and is widely used in ...

Jun 2026 42323786
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