Neurology

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

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Deep-learning Saturation Transfer Magnetic Resonance Fingerprinting (ST-MRF) in Patients with Parkinson's Disease.

Parkinson's disease (PD) is marked by progressive neurodegeneration in the substantia nigra (SN). Th...

Apr 2026 42069025
Machine learning based multi-omics analysis reveals key molecular determinants of Parkinson's disease severity.

While single-omics analyses of Parkinson's Disease (PD) have demonstrated their ability in revealing...

Apr 2026 42069091
The applications of single-cell and spatial transcriptomics in neuroscience and brain disorders.

Spatial transcriptomics extends traditional transcriptomic methods by quantifying gene expression wi...

Apr 2026 42069165
Microstate permutation complexity of EEG signals distinguishes minimally conscious state plus from minimally conscious state minus.

BACKGROUND: Accurately distinguishing minimally conscious state plus (MCS+) from minimally conscious...

Apr 2026 42063046
Discovering non-linear dynamics of miRNAs in Alzheimer's disease-related cognitive impairment: a cross-species approach with explainable machine learning.

BACKGROUND: MicroRNA (miRNA) biomarker studies in Alzheimer's disease (AD) typically assume monotoni...

Apr 2026 42063169
Interpretable Deep Survival Analysis of Alzheimer's Disease via Metabolic Genetic Variants.

BACKGROUND: Alzheimer's disease (AD) is a progressive neurodegenerative disease. Traditional models ...

Apr 2026 42063212
Machine learning-based prediction model for paresthesia improvement after open carpal tunnel release: a preliminary study.

BACKGROUND: Carpal tunnel syndrome (CTS) is the most common entrapment neuropathy of the hand. While...

Apr 2026 42057064
A prospective multimethod investigation of cancer-related pain integrating clinical data and machine learning: results from the RUGGI Study.

BACKGROUND: Cancer-related pain is a multidimensional phenomenon, and key determinants of pain inten...

(1)
Apr 2026 42057124
Neural Stem Cell-Derived Extracellular Vesicles: The Next Frontier in Neurological and Neurodegenerative Diseases.

The present manuscript provides a comprehensive overview of neural stem cell (NSC)-derived extracell...

Apr 2026 42060081
Subject-Independent Deep Learning Framework for Motor Imagery Electroencephalogram Decoding in Neurorehabilitation.

Motor imagery (MI) has emerged as a pivotal paradigm in non-invasive brain-computer interfaces (BCIs...

Apr 2026 42060426
Benchmarking ERP Analysis: Manual Features, Deep Learning, and Foundation Models.

Event-related potential (ERP), a specialized paradigm of electroencephalographic (EEG), reflects neu...

Apr 2026 42060433
Magnetic Resonance Neurography: Evolution, Technical Foundations, and Future Directions.

ABSTRACT: In the past 20 years, magnetic resonance neurography has evolved from an experimental tech...

Apr 2026 42061306
Deep Learning-Based Identification of Surgical Candidacy for Cervical Spinal Cord Decompression.

BACKGROUND: Artificial intelligence has previously demonstrated the capability to interpret cervical...

(1)
Apr 2026 42061991
Machine learning to diagnose, classify and predict phenoconversion in isolated REM sleep behavior disorder.

Rapid eye movement (REM) sleep behaviour disorder (RBD), particularly its idiopathic/isolated form (...

(2)
Apr 2026 42068794
Exploratory decoding of TMS-EEG: Predicting TEP response to intermittent and continuous theta burst stimulation.

Theta burst stimulation (TBS) is a promising form of repetitive transcranial magnetic stimulation (r...

Apr 2026 42066923
A multimodal EMG and IMU dataset for assessing the quality of exercises designed for spatially constrained environments.

Regular physical training is essential for maintaining physical fitness in environments where exerci...

Apr 2026 42109591
Dendro-plexing of Single Input Spikes via Multiple Synaptic Contacts Can Enhance Cortical Neuron Computation and Reduce Axonal Wiring.

A cortical neuron typically makes multiple synaptic contacts on the dendrites of its postsynaptic ta...

Apr 2026 41916758
A Structure-Based Platform for Predicting Chemical-Induced Parkinson's Disease.

Current methods for determining the neurotoxic potential of (agro)chemicals are not comprehensive en...

Apr 2026 42053241
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