Neurology

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

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Machine learning-based prognostic analysis of patients with status epilepticus in the neurological intensive care unit.

OBJECTIVE: This study aimed to develop and validate machine learning (ML) models for predicting the ...

(1)
Mar 2026 41806777
Identifying key gait features in stroke patients using wearable inertial sensors and supervised and unsupervised machine learning.

Stroke is a major cause of motor disability, degrading walking and quality of life. Wearable gait an...

Mar 2026 41796232
An Open-Source Pipeline for Calcium Imaging and All-Optical Physiology in Human Stem Cell-Derived Neurons.

High-throughput, single-cell resolution profiling of neuronal activity is critical for understanding...

Mar 2026 41801223
EENet-RLA: An Explainable Prediction Learning Framework for Alzheimer's Disease Classification from EEG Signals.

Alzheimer's disease (AD) is a prevalent neurodegenerative disorder affecting millions worldwide. Ele...

Mar 2026 41801479
Short-Term Perceptual Training Modulates Neural Responses to Deepfake Speech but Does Not Improve Behavioral Discrimination.

Rapid advancements in artificial intelligence (AI) have enabled text-to-speech (TTS) systems to prod...

Mar 2026 41802861
Research on epilepsy detection methods based on interpretable features and machine learning.

Epilepsy is a prevalent neurological condition that impacts a significant number of individuals worl...

Mar 2026 41801930
Magnetic resonance imaging study of major depressive disorder: a 28-year scientometric and visual analysis.

Neuroimaging, particularly magnetic resonance imaging (MRI), has become a cornerstone in elucidating...

Mar 2026 41825244
Effectiveness of meditation in the management of epilepsy: An updated mini systematic review of recent findings.

BACKGROUND: Epilepsy is a chronic neurological disorder characterized by altered cortical excitabili...

Mar 2026 41806957
Proof-of-concept: Differentiating upper trapezius muscle with myofascial trigger point using deep learning model on a small prospective sEMG dataset.

Myofascial pain syndrome commonly arises from myofascial trigger points (MTrPs). While needle electr...

Mar 2026 41818939
Investigation of the Medical Image Modalities to Detect the Abnormalities in the Spinal Cord Using Thresholding Techniques.

Accurately segmenting spinal structures from magnetic resonance imaging (MRI) is essential for diagn...

(1)
Mar 2026 41797373
Interpretable and granular video-based quantification of motor characteristics from the finger-tapping test in Parkinson's disease.

Accurately quantifying motor characteristics in Parkinson's disease is crucial for monitoring diseas...

Mar 2026 41794807
Increased Prevalence of Extrathymic Neoplasms in Myasthenia Gravis Patients-A Population-Based, Matched Case-Control Study.

INTRODUCTION/AIMS: Myasthenia gravis (MG) is associated with thymic neoplasms. However, an increased...

Mar 2026 41795172
Deep Learning Reconstruction on Quantitative Analysis in Brain Tumors With Diffusion-Weighted Imaging and Dynamic Susceptibility Contrast Imaging.

BACKGROUND: Although deep learning reconstruction (DLR) has been shown to improve image quality in M...

Mar 2026 41793218
Predicting Behavioral Reliance on AI-Based Depression Treatment Recommendations Among Engineering Graduate Students: A Pilot Study Using EEG Signals.

OCCUPATIONAL APPLICATIONSThis pilot study demonstrates the feasibility of using EEG-derived features...

Mar 2026 41793711
Artificial intelligence-based biomarkers for the diagnosis and treatment of neurological conditions: a narrative review.

Artificial intelligence (AI) is transforming biomarker discovery in neurology by overcoming key limi...

Mar 2026 41794848
Modeling inter-slice dependencies with temporal graph learning for Alzheimer's disease.

Accurate and early diagnosis of Alzheimer's disease (AD) remains a major clinical challenge, particu...

Mar 2026 41855851
Geometry-aware PointNet for rapid prediction of cerebral aneurysm hemodynamics.

BACKGROUND AND OBJECTIVE: Cerebral aneurysms affect 2-5% of the global population and pose a signifi...

(2)
Mar 2026 41825291
MS360°: a conceptual digital-first, data-driven hybrid care framework for personalised multiple sclerosis management.

This perspective introduces MS360°, a conceptual hybrid care model for the management of multiple sc...

Mar 2026 41786917
Lanthanide-Doped Organic Framework Sensor Array Coupled with Machine Learning for Minimally Invasive Glioma Diagnosis via Cerebrospinal Fluid Biopsy.

Glioblastoma multiforme (GBM), the most malignant subtype of glioma, poses significant diagnostic ch...

Mar 2026 41789540
Exploring feature importance in machine learning for neuroimaging traits in Alzheimer's disease across a multiethnic cohort.

BackgroundAlzheimer's disease (AD) affects 55 million people worldwide, projected to reach 139 milli...

Mar 2026 41789863
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