Neurology

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

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Role of Low-Field MRI in Acute Stroke.

Portable, low-field (LF) magnetic resonance imaging (MRI) is emerging as a clinically relevant adjun...

(1)
Jul 2026 42478367
Low-Field Magnetic Resonance Imaging in Critical Care of Stroke.

Neurological deterioration is a frequent and clinically significant challenge in patients with acute...

(6)
Jul 2026 42478374
Machine learning applications in Huntington's disease prognosis: A review.

Understanding the trajectory of Huntington's disease (HD) is critical for patient stratification and...

Jul 2026 42478714
Decoding neuronal gene expression: integrative insights from omics and AI.

Neuronal functional diversity and pathological vulnerability are governed by multi-layered regulator...

(1)
Jul 2026 42479092
Artificial intelligence-generated color overlay for ultrasound identification of the brachial plexus in regional anesthesia: an external validation study.

PURPOSE: Accurate identification of neural structures is essential for safe ultrasound-guided region...

(2)
Jul 2026 42479132
Artificial intelligence for pediatric neuroimaging.

Artificial intelligence (AI) is revolutionizing health care, particularly in radiology for which lar...

(1)
Jul 2026 42479162
Effiformer: a unified data-efficient vision transformer-CNN framework for interpretable epileptic seizure detection.

Epileptic seizures are short episodes of abnormal electrical activity in the brain that can cause co...

(1)
Jul 2026 42479261
NewRep: a classification model for online pattern recognition based on HD-EMG signals.

High density (HD) electromyography (EMG) signals have been widely used for pattern recognition (PR) ...

Jul 2026 42479322
EEG-X: An Integrated Framework for Automated Quantitative EEG Analysis in Epilepsy Diagnosis.

Accurate interpretation of electroencephalography (EEG) remains a major challenge in epilepsy diagno...

(1)
Jul 2026 42479527
Feature integration of [18F]FDG PET brain imaging using deep learning for sensitive cognitive decline detection.

BACKGROUND: Distinguishing individuals with cognitive decline (CD), including early Alzheimer's dise...

(1)
Jul 2026 42479708
Neural network-enhanced investigation of ferroptosis and druggability in early-onset alzheimer's disease.

Alzheimer's disease (AD) is a complex neurodegenerative disorder which is multifactorial in nature. ...

Jul 2026 42474555
A Convolutional Neural Network Combining Multi-scale Convolution and Functional Connectivity for Predicting rTMS Efficacy in MUD.

PURPOSE: Repetitive transcranial magnetic stimulation (rTMS) is a promising neuromodulation approach...

Jul 2026 42474602
Hybrid self-supervised EEG emotion representation: masked reconstruction joint with mutual information bounds.

EEG signals are widely used in affective computing and brain informatics for emotion recognition due...

Jul 2026 42474682
Brain Region-Centered MultiModal Hypergraph Fusion for MCI Conversion Prediction.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder, with mild cognitive impairment...

(2)
Jul 2026 42475211
Reticular pseudodrusen load is associated with an increased risk of stroke.

BACKGROUND/AIMS: Reticular pseudodrusen (RPD) are increasingly recognised as a distinct phenotype in...

Jul 2026 42476724
Deep learning for multimodal physiological signal based assessment of sleep disordered breathing.

Sleep disordered breathing (SDB) is commonly assessed using polysomnography (PSG), which records mul...

(1)
Jul 2026 42477001
An ROI-Guided Imaging Informatics Framework for Image-Language Differentiation of Tuberculous and Pyogenic Spondylitis on MRI.

This study aims to develop and validate an MRI-based image-language collaborative framework for diff...

Jul 2026 42477203
DIFNet: A Dual-Branch Interactive Fusion Network for Femoral Nerve Segmentation in Ultrasound Images.

Accurate femoral nerve (FN) segmentation in ultrasound images is crucial for nerve blocks but remain...

Jul 2026 42477204
[Overview and conclusions of the STROKE data platform of the National Laboratory for Translational Neuroscience and the associated clinical studies].

Acute ischemic and hemorrhagic stroke are among the leading causes of mortality and long-term disabi...

(2)
Jul 2026 42472441
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