Neurology

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

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Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers.

Parkinson's disease (PD) is a progressive neurodegenerative disorder characterized by motor and non-...

Apr 2026 42055361
Incidence and prevalence of vascular cognitive impairment in China: a systematic review and meta-analysis.

OBJECTIVE: Given China's rapid population ageing and substantial stroke burden, understanding the ep...

Apr 2026 40889799
Identification of PANoptosis-Related Biomarkers in Spinal Cord Injury (SCI) through Multi-Omics Analysis and Machine Learning.

BACKGROUND: Spinal cord injury (SCI) is a severe neurological disorder lacking early diagnostic biom...

Apr 2026 42037113
Deep Learning Reconstruction Versus Hybrid Iterative Reconstruction for Acute Cerebral Infarction Detection on 135 kVp Non-Contrast Brain CT.

PURPOSE: Deep learning reconstruction (DLR) is useful to reduce image noise and improve contrast res...

Apr 2026 42043547
Increased Pre-Activation and Co-Contraction in ACL-Reconstructed Athletes: Insights from AI-based EMG Analysis.

INTRODUCTION: Anterior Cruciate Ligament (ACL) tears disrupt the neural structures within the ligame...

(1)
Apr 2026 42044292
Machine Learning-Derived Cardiovascular Aging Phenotypes From Cardiac Function and Stroke Risk in the UK Biobank: Cohort Study.

BACKGROUND: Cardiovascular magnetic resonance (CMR) is widely used across various cardiac conditions...

Apr 2026 42044490
Deep learning discriminates seizures from normal brain oscillations in the electroencephalogram of a rat model of post-traumatic epilepsy.

This study used machine learning to objectively identify seizures in the electroencephalogram of a m...

Apr 2026 42045047
Frequency-based deep learning to identify subtle postural instability in early, untreated Parkinson's disease.

Despite evidence of early neurodegeneration, postural instability is commonly associated with later ...

Apr 2026 42045279
From Static Diagnosis to Dynamic Guidance : Evolution of Artificial Intelligence in Pediatric Neuroimaging.

The pediatric brain represents a dynamic biological target characterized by rapid myelination and fu...

(4)
Apr 2026 42036142
The Efficacy of Proprioceptive Neuromuscular Facilitation-Based Robot-Assisted Therapy in Individuals With Stroke: A Randomized Controlled Trial.

OBJECTIVES: The effects of combining robot-assisted therapy (RAT) with other physiotherapy approache...

Apr 2026 42049149
Machine learning classification of patients after suicide attempts using demographic data, EEG connectivity and heart rate variability.

OBJECTIVE: The aim of this study was to develop a way to distinguish suicidal patients based on thei...

Apr 2026 42066510
Algometric assessment of sensitization and habituation as predictive markers for OnabotulinumtoxinA response in chronic migraine.

BACKGROUND: Chronic migraine is a debilitating disorder characterized by central sensitization and i...

(1)
Apr 2026 42036814
Data-driven thresholds for standardized classification of severe Alzheimer's disease neuropathology using digital neuropathology.

Alzheimer's disease neuropathological changes (ADNC)-operationalized with semi-quantitative paramete...

(2)
Apr 2026 42035704
Feasibility of a hybrid SSVEP-motor imagery BCI with robotic feedback for upper limb motor rehabilitation in stroke patients.

BACKGROUND: Stroke remains a leading cause of long-term disability, necessitating innovative neurore...

Apr 2026 42044749
Prediction of survival in patients with spinal metastatic disease.

The spine is among the most frequent sites of metastatic disease, with an increasing prevalence, lea...

Apr 2026 42035714
Opportunities and challenges related to participant stratification and cohort enrichment in ALS clinical trials.

Amyotrophic lateral sclerosis (ALS) is marked by substantial clinical heterogeneity. This heterogene...

(1)
Apr 2026 42033202
Dementia screening with the Rivermead Behavioural Memory Test: A machine learning analysis.

BackgroundWith the advent of anti-amyloid-β monoclonal antibody therapies and the growing societal b...

Apr 2026 42033406
Brain PET in the era of anti-amyloid-β antibody therapy for Alzheimer disease.

Here the current and emerging roles of brain positron emission tomography (PET) in Alzheimer's disea...

Apr 2026 42033565
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