Neurology

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

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Association of PM2.5 and its components with cognitive dysfunction among rural older adults: Epidemiological evidence with hypothesis-generating network toxicology analysis.

BACKGROUND: Although fine particulate matter (PM2.5) has been associated with cognitive dysfunction (CD), the roles of specific PM2.5 components and potential mechanisms remain limited. This study aimed to examine the association of long-term PM2.5 and its components with CD, identify the relative importance of components in the mixture, and generate hypotheses regarding possible biological pathwa...

Jul 31 2026 42537809
Artificial intelligence shows comparable or improved performance to traditional risk models in predicting atrial fibrillation after cryptogenic stroke.

BACKGROUND AND AIMS: Detecting subclinical atrial fibrillation (AF) and initiating anticoagulation therapy are critical for secondary stroke preventio...

Jul 31 2026 42542707
Integrative network pharmacology, transcriptomics, and molecular docking identify candidate Centella asiatica constituents and targets in neurodegenerative diseases.

BACKGROUND: Neurodegenerative diseases, including Alzheimer's disease (AD), Parkinson's disease (PD), and Huntington's disease (HD), are progressive d...

Jul 31 2026 42536688
Deep learning architectures for EEG-based classification of Dravet syndrome: A comparative study of pre-trained and non-pretrained hybrid CNN-LSTM models.

OBJECTIVE: This study explores the potential of artificial intelligence (AI) using a hybrid deep learning Convolutional Neural Network-Long Short-Term...

Jul 31 2026 42536693
Whole genome sequencing in cerebral palsy: a UK paediatric pilot study.

BACKGROUND: Prior international studies indicate that 9-36% of people with cerebral palsy (CP) have a monogenic condition. However, the utility of who...

Jul 30 2026 42571358
BFRCNet: addressing the class imbalance problem in the rapid serial visual presentation paradigm for decoding.

Objective.Imbalanced sample sizes in rapid serial visual presentation (RSVP) can substantially compromise the classification accuracy of electroenceph...

Jul 30 2026 41401516
A computational framework for fitting biophysical basal-ganglia network models, applied to Parkinsonian beta oscillations.

Objective.Fitting biophysically detailed spiking-network models to data is constrained by computational cost: simulating thousands of coupled conducta...

Jul 30 2026 42398532
AI-Driven Atrial Fibrillation Management: From Signal to Strategy.

Atrial fibrillation (AF) is the most common sustained cardiac arrhythmia worldwide and is associated with substantial morbidity, including ischemic st...

Jul 30 2026 42528366
Development and external validation of a machine learning model for predicting postoperative hydrocephalus in 1,073 posterior fossa tumor patients.

Postoperative hydrocephalus is a common complication following posterior fossa tumor resection, affecting 7-40% of patients. Although preoperative cer...

Jul 30 2026 42530672
Integrative Analysis Reveals Interactions Between Gut Microbiota-Derived Metabolites and the Brain in Parkinson's Disease.

Parkinson's disease (PD) is a neurodegenerative disorder increasingly associated with gut microbiota alterations, yet the mechanisms by which microbia...

Jul 30 2026 42530713
[Development and validation of Cefalytics: an artificial intelligence-based application for the rapid diagnosis of primary headaches].

OBJECTIVE: To design and validate a Spanish-language artificial intelligence-based application to support the diagnosis of primary headaches by non-ex...

Jul 30 2026 42531864
From Uniformity to Individuality: Computational Modelling Provides a Mechanistic Rationale for Weight-Adjusted Botulinum Neurotoxin A Dosing.

Fixed-dose Botulinum neurotoxin type A regimens ignore patient-specific variables, such as body weight, despite allometric principles governing the di...

Jul 30 2026 42532319
Psychoneuroimmunology-informed strategies for early detection of biological threat exposure: Insights from experimental rodent models.

The growing frequency of emerging infectious diseases, antimicrobial resistance, and accidental or deliberate biological threat releases underscores t...

Jul 30 2026 42532445
A multi-paradigm and longitudinal EEG dataset including the "sixth-finger" and "affected-hand" motor imagery of stroke patients.

Motor imagery-based brain-computer interface (MI-BCI) applications in stroke rehabilitation aim to match brain activity with real-time feedback, there...

Jul 30 2026 42533005
Effect of pilates exercises plus breastfeeding positioning adjustment on artificial intelligence-assessed craniovertebral angle in breastfeeding women with forward head posture: a randomized controlled trial.

Forward head posture (FHP), considered a neuromusculoskeletal disorder, includes those associated with breastfeeding. Pilates is recognized for improv...

Jul 30 2026 42533012
Agentic AI for scaling diagnosis and care in neurodegenerative disease.

US healthcare systems are struggling to meet the growing demand for neurological care, particularly in Alzheimer's disease and related dementias. Gene...

Jul 30 2026 42533108
The promise of deep urine proteomics for diagnosis of cancer, neurologic, and metabolic diseases.

INTRODUCTION: Urine offers a noninvasive and low-cost source of disease biomarkers, yet most proteomic studies have targeted single conditions. Using ...

Jul 30 2026 42531325
The Use of Artificial Intelligence in Neonatal Seizure Detection: An Artificial Intelligence-Assisted Systematic Review.

BACKGROUND: Artificial intelligence (AI) is increasingly used in health care. We systematically reviewed evidence on the accuracy of AI in detecting n...

Jul 29 2026 42522773
Anatomy-specific Performance of CT Angiography-based AI for Anterior Circulation Occlusion: Systematic Review and Meta-Analysis.

Purpose To evaluate anatomy-specific diagnostic performance of CT angiography-based artificial intelligence (AI) for anterior circulation occlusion de...

Jul 29 2026 42524711
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