Neurology

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

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The Brain Imaging and Neurophysiology Dataset of large-scale multimodal neural data.

The Brain Imaging and Neurophysiology Dataset (BIND) represents one of the largest multi-institution...

(1)
May 2026 42168237
Improved Prediction of Invasive Bacterial Infections in Febrile Infants Using Machine Learning.

BACKGROUND: Existing guidelines for febrile infants aged 8 to 60 days use clinical appearance, age, ...

May 2026 42161372
Prediction of cognitive impairment through speech data analysis: A comparative evaluation of deep learning models.

BACKGROUND: The early detection of cognitive impairments, such as mild cognitive impairment (MCI) an...

May 2026 42166472
Biopsychosocial and demographic predictors of functional brain network specialization and segregation across the adult lifespan.

The properties of functional brain networks are an important determinant of cognitive function in ag...

May 2026 42247758
Integrating multi-omics analysis to identify potential biomarkers and regulatory networks of ischemic stroke.

Ischemic stroke (IS) is a leading cause of death and long-term disability worldwide, with a complex ...

May 2026 42167472
A hybrid CNN-GCN framework for interpretable Alzheimer's disease diagnosis from MRI scans.

Medical image analysis for Alzheimer's Disease (AD) diagnosis faces two key challenges: capturing sp...

May 2026 42167674
Differential cerebral white matter tract alterations in generalized anxiety disorder revealed by ultra-high-field 7 T diffusion-weighted imaging.

Generalized anxiety disorder (GAD) is characterized by chronic worry and emotional dysregulation, ye...

May 2026 42167694
A translational multimodal machine-learning prototype predicting valproate response in epilepsy treatment.

OBJECTIVE: Epilepsy affects ~1% of the global population and often requires lifelong antiseizure med...

May 2026 42159090
Multimodal MRI marker of cognition explains the association between cognition and mental health in the UK Biobank.

Cognitive dysfunction often co-occurs with psychopathology. Advances in neuroimaging and machine lea...

May 2026 42160203
Explainable Deep Learning Framework for Multimodal Brain Tumor Classification via Neuroimaging Attribute Extraction.

Accurate grading of brain tumors from multiparametric MRI is a critical step in treatment planning, ...

May 2026 42160250
Comparing Stakeholders' Perspectives on Parkinson Disease Management and Digital Technologies: Exploratory International Survey.

BACKGROUND: Parkinson disease (PD) is a progressive neurodegenerative disorder that poses complex ch...

May 2026 42160536
HRGNN: Hierarchical region-aware graph neural network for interpretable EEG-based emotion recognition.

Neurophysiological studies have shown that cortical information processing involves complex interact...

May 2026 42161290
SHAP analysis of an improved EEG-based mental workload classification framework: utilizing data augmentation and explainable AI.

Mental workload (MWL) classification using electroencephalogram (EEG) signals is crucial for cogniti...

May 2026 42162083
Artificial intelligence and neurodegeneration: state of the art and explainability.

BACKGROUND: Alzheimer disease (AD) and Parkinson disease (PD) are an increasing healthcare concern a...

May 2026 42157271
Single-trial EEG-based classification reveals Instrument-Specific Timbre Perception via traditional Machine Learning Classifiers.

Many users of hearing aids report challenges when listening to music. In the future, it may be possi...

May 2026 42162676
Limited Femoral Joint-Line Alteration and Preserved Extension Lateral Laxity Enhanced Early Outcomes in restricted kinematic alignment TKA.

BACKGROUND: Restricted kinematic alignment (rKA) total knee arthroplasty (TKA) seeks to restore nati...

May 2026 42162755
ASEAF: attention-SincNet driven EEG-audio fused target speaker extraction network.

This study addresses the challenge of selective auditory attention in noisy environments by proposin...

May 2026 42102832
Parkinson disease severity detection based On OPtFuzNet with fused features.

BACKGROUND: Parkinson's disease (PD) is a progressive neurodegenerative disorder affecting millions ...

May 2026 42154077
[Position paper of the German Society of Cardiology-quality criteria for performing catheter ablation of atrial fibrillation: executive summary].

The updated German Society of Cardiology (DGK) position paper on catheter ablation of atrial fibrill...

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May 2026 42154219
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