Neurology

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

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PhyTransformer: A unified framework for learning spatial-temporal representation from physiological signals.

As a modal of physiological information, electroencephalogram (EEG), surface electromyography (sEMG), and eye tracking (ET) signals are widely used to decode human intention, promoting the development of human-computer interaction systems. Extensive studies have achieved single-modal signal decoding with substantial structural differences but consuming mass computing resources and development cost...

May 19 2025 40414150

New approaches to lesion assessment in multiple sclerosis.

PURPOSE OF REVIEW: To summarize recent advancements in artificial intelligence-driven lesion segmentation and novel neuroimaging modalities that enhance the identification and characterization of multiple sclerosis (MS) lesions, emphasizing their implications for clinical use and research.

May 19 2025 40377692
Functional MRI Analysis of Cortical Regions to Distinguish Lewy Body Dementia From Alzheimer's Disease.

OBJECTIVE: Cortical regions such as parietal area H (PH) and the fundus of the superior temporal sulcus (FST) are involved in higher visual function a...

May 19 2025 40384035
Harnessing the hybrid machine learning methods for stroke risk classification.

Stroke is a leading global cause of death, with 80% of cases considered preventable through early detection and awareness. This study employs artifici...

May 19 2025 40384291
The Future of Parasomnias.

Parasomnias are abnormal behaviours or mental experiences during sleep or the sleep-wake transition. As disorders of arousal (DOA) or REM sleep behavi...

May 19 2025 40387303
Preoperative Differentiation of Spinal Schwannoma and Meningioma Using Machine Learning-Based Models: A Systematic Review and Meta-Analysis.

BACKGROUND: Regarding the differences in surgical approaches for spinal schwannomas and meningiomas, preoperative differentiation of spinal schwannoma...

May 19 2025 40398809
Layer-Specific Colocalization of Microglia with Amyloid Plaques in the Middle Temporal Gyrus Predicts Cognitive Decline in Alzheimer's Disease.

Alzheimer's disease (AD), the most common form of dementia, is marked by cognitive decline and amyloid-beta (Aβ) plaque deposition in the brain. Micro...

May 19 2025 40423635
Unveiling the invisible: How cutting-edge neuroimaging transforms adolescent depression diagnosis.

Yu 's study has advanced the understanding of the neural mechanisms underlying major depressive disorder (MDD) in adolescents, emphasizing the signifi...

May 19 2025 40495844
Alzheimer's diagnosis by an efficient pipelined gene selection model based on statistical and biological data analysis.

Diagnosing Alzheimer's disease based on gene expression data extracted from microarrays is still an open field of research. Due to the availability of...

May 18 2025 40403352
Neurophysiological Approaches to Lie Detection: A Systematic Review.

Lie detection is crucial in domains such as security, law enforcement, and clinical assessments. Traditional methods suffer from reliability issues a...

May 18 2025 40426690
Virtual Electroencephalogram Acquisition: A Review on Electroencephalogram Generative Methods.

Driven by the remarkable capabilities of machine learning, brain-computer interfaces (BCIs) are carving out an ever-expanding range of applications ac...

May 18 2025 40431969
Decision support system based on ensemble models in distinguishing epilepsy types.

This study aimed to classify patients' focal (frontal, temporal, parietal, occipital), multifocal, and generalized epileptiform activities based on EE...

May 17 2025 40382997
MT-RCAF: A Multi-Task Residual Cross Attention Framework for EEG-based emotion recognition and mood disorder detection.

BACKGROUND AND OBJECTIVE: Prolonged abnormal emotions can gradually evolve into mood disorders such as anxiety and depression, making it critical to s...

May 17 2025 40388870
Hybrid machine learning for real-time prediction of edema trajectory in large middle cerebral artery stroke.

In treating malignant cerebral edema after a large middle cerebral artery stroke, clinicians need quantitative tools for real-time risk assessment. Ex...

May 17 2025 40379753
Quantitative electroencephalogram and machine learning to predict expired sevoflurane concentration in infants.

Processed electroencephalography (EEG) indices used to guide anesthetic dosing in adults are not validated in young infants. Raw EEG can be processed ...

May 17 2025 40381151
Brain metabolic imaging-based model identifies cognitive stability in prodromal Alzheimer's disease.

The recent approval of anti-amyloid pharmaceuticals for the treatment of Alzheimer's disease (AD) has created a pressing need for the ability to accur...

May 17 2025 40382421
Development and Validation of a Prognostic Model for Independent Walking in Children with Cerebral Palsy Based on Machine Learning.

OBJECTIVE: To develop and validate machine learning-based models for predicting independent walking ability in children with cerebral palsy (CP) DESIG...

May 17 2025 40389194
AI-enhanced telemedicine for personalized antiretroviral therapy in HIV patients with neurological comorbidities: a narrative review.

BACKGROUND: Human immunodeficiency virus (HIV), while now manageable as a chronic health condition with highly active antiretroviral therapy (HAART), ...

May 16 2025 40377263
Lightweight hybrid transformers-based dyslexia detection using cross-modality data.

Early and precise diagnosis of dyslexia is crucial for implementing timely intervention to reduce its effects. Timely identification can improve the i...

May 16 2025 40379688
Diagnostic challenges of carpal tunnel syndrome in patients with congenital thenar hypoplasia: a comprehensive review.

Carpal Tunnel Syndrome (CTS) is the most common entrapment neuropathy, frequently presenting with pain, numbness, and muscle weakness due to median ne...

May 16 2025 40380192
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