Neurology

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

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Resting-State Electroencephalogram and Heart Rate Variability Jointly Predicts Intentional Episodic Memory Control Using Machine Learning Fusion.

Deficits in intentional control over episodic memory constitute a risk factor for multiple psychiatr...

Mar 2026 41893866
The Deep Learning Revolution in Neuroimaging: Insights from a Bibliometric Analysis (2014-2024).

This paper presents a bibliometric analysis of the fast-growing area of deep learning in neuroimagin...

Mar 2026 41894064
Explainable Convolutional Channel Ranking (ECCR) for EEG-Based Detection of Idiopathic Absence Seizures.

Accurate identification of EEG electrodes associated with epilepsy is essential for developing real-...

Mar 2026 41894213
A novel interpretable classification of lumbar spinal stenosis using a cascade deep learning approach and T2-weighted MRI.

OBJECTIVE: Lumbar spinal stenosis (LSS) is a degenerative spinal condition characterized by the narr...

Mar 2026 41894804
Parvalbumin Neuron-Targeted Loss of Alzheimer's Disease Risk Gene BIN1 Is Insufficient to Drive Cognitive or Network Excitability Changes.

Bridging integrator 1 (BIN1) is one of the strongest genetic risk factors for Alzheimer's disease (A...

Mar 2026 41895857
An ultrasensitive electrochemical immunosensor for SLC2A3 detection enables prognostic prediction in acute ischemic stroke.

Acute ischemic stroke (AIS) presents significant challenges in biomarker discovery and detection. Th...

Mar 2026 41997673
Syntaxin1A in synaptopathies: From molecular mechanisms to therapeutic implications in neurological disorders (Review).

Syntaxin1A (STX1A) is a presynaptic membrane protein that is abundantly expressed in the central ner...

Mar 2026 41993970
Explainable MRI radiomics of the basal ganglia and ventral midbrain distinguishes Parkinson's disease, SWEDD, and healthy controls.

Distinguishing scans without evidence of dopaminergic deficit (SWEDD) from Parkinson's disease (PD) ...

Mar 2026 41903598
Advanced neuroimaging for central nervous system infections: when, where, how, and why?

PURPOSE OF REVIEW: Central nervous system (CNS) infections remain a major cause of morbidity and mor...

(2)
Mar 2026 41903945
A machine learning approach using echocardiographic and hematological parameters to classify cerebral small vessel disease burden.

BACKGROUND: Cerebral small vessel disease (CSVD) is a leading cause of stroke and dementia and is as...

Mar 2026 41905275
Dual human-AI thematic analysis of a qualitative interview following cognitive rehabilitation in chronic severe traumatic brain injury.

Qualitative research offers important insight into lived experiences of individuals with traumatic b...

Mar 2026 41888073
Impact of region-based shape alterations in MRI as indicators of Parkinson's Disease.

BACKGROUND: Parkinson's Disease (PD) is a neuro-degenerative condition that progressively impairs mo...

Mar 2026 41889025
Screening for Alzheimer's disease in the community using an AI-driven screening platform: design of the PREDICTOM study.

BACKGROUND: Recent developments in physiological, imaging and digital biomarkers combined with the a...

Mar 2026 41894949
Multimodal CT Perfusion-Based Deep Learning for Predicting Stroke Lesion Outcomes in Complete and No Recanalization Scenarios.

BACKGROUND AND PURPOSE: Predicting the final location and volume of lesions in acute ischemic stroke...

Mar 2026 40973461
Deep learning-based precision phenotyping of spine curvature identifies novel genetic risk loci for scoliosis in the UK Biobank.

Scoliosis is the most common developmental spinal deformity, but its genetic underpinnings remain on...

(3)
Mar 2026 41882318
3D ADHD-Net and DeepTrace: Decoding ADHD from EEG with neurophysiological insights.

EEG-based ADHD diagnosis models suffer from two persistent issues: data leakage and the lack of phys...

Mar 2026 41883314
Harnessing artificial intelligence: Revolutionizing clinical care for Parkinson's disease.

As the use of artificial intelligence (AI) in healthcare becomes more pervasive, its application in ...

Mar 2026 41885295
An artificial neural network based on radial basis methodology using delay effects in the Parkinson's disease model.

The purpose of this study is to find the numerical solutions of the delay Parkinson's disease model ...

Mar 2026 41895168
Associations of epigenetic age acceleration with motor impairment: Evidence from the Parkinson's Progression Markers Initiative cohort.

Motor decline is a hallmark of Parkinson's disease (PD) and biological aging, yet the specific relat...

Mar 2026 41905169
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