Neurology

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

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Addressing the Treatment Gap for Pediatric Headache in Underserved Regions.

PURPOSE OF REVIEW: This review explores innovative strategies to address the treatment gap for pedia...

(1)
May 2026 42118419
Age-adjusted neurofilament light chain cutoffs for diagnosing neurodegenerative dementia: a two-threshold machine learning approach.

Clinical implementation of neurofilament light chain (NfL), a biomarker of neurodegeneration, remain...

May 2026 42118476
SPECT hybrid approach combining conventional and deep features for early detection of Parkinson's disease.

The early diagnosis of Parkinson's disease (PD) using SPECT imaging continues to be challenging due ...

May 2026 42118513
MPAN: A Multi-Prototype Adaptive Network for Few-Shot EEG-Based Biometric Recognition.

Biometric recognition based on electroencephalography (EEG), which captures intrinsic neural dynamic...

May 2026 42118634
CT-based radiomic markers to predict late-onset seizures after traumatic brain injury.

Post-traumatic epilepsy (PTE) is a major long-term complication of traumatic brain injury (TBI), but...

(1)
May 2026 42120454
NerveAI- a machine learning algorithm for detection of nerve pain in the head and neck.

Nerve pain screening in patients with headache disorders requires specialized clinical knowledge tha...

(1)
May 2026 42120645
Development and Validation of a SHAP-Interpretable Machine Learning Model for Stroke Risk Prediction Using Circulating MicroRNA Biomarkers.

BACKGROUND/OBJECTIVE: Stroke remains a leading cause of morbidity and mortality worldwide. Circulati...

May 2026 42120650
NeuroNetFusion: enhanced EEG abnormality classification via multi-network TF-IDF feature selection.

To address the inherent complexity and nonlinearity of electroencephalogram (EEG) signals, this stud...

May 2026 42120673
Decomposing heterogeneity in disease progression speeds and pathways.

Understanding why patients with the same diagnosis exhibit markedly different disease progression-so...

May 2026 42115692
Development of a blood-based ferroptosis driver scoring system for Parkinson's disease using public datasets and machine learning.

OBJECTIVE: This exploratory study attempted to identify a peripheral blood-based, ferroptosis-relate...

May 2026 42140017
Alterations in resting-state neural networks in subacute non-fluent aphasia after stroke: a fNIRS study.

BACKGROUND: Post-stroke aphasia is a prevalent and often disabling language impairment. Despite its ...

May 2026 42116001
WBT-DC pipeline: a cross-cohort and cross-platform disease classification pipeline based on whole-blood transcriptomics.

BACKGROUND: Machine-learning models based on tissue transcriptomic data are powerful tools for disea...

May 2026 42116144
Adaptive drift-aware multi-stage deep learning framework for EEG-based schizophrenia diagnosis.

This study introduces a novel adaptive deep learning framework for EEG-based schizophrenia diagnosis...

May 2026 42116189
Machine Learning Prediction for 6-Month Outcomes in Traumatic Cerebral Venous Sinus Thrombosis.

This study developed and externally validated a multicenter machine learning framework to predict 6-...

(1)
May 2026 42116686
DeepEpiX: a software for visualization, annotation and automatic epileptical spike detection in MEG recordings.

BACKGROUND: Magnetoencephalography (MEG) non-invasively records brain activity. It is widely used in...

May 2026 42119822
Decoding Parkinson's progression: A multi-modal SuStaIn ensemble approach validated on real-world PPMI data.

BACKGROUND: Parkinson's disease (PD) exhibits substantial heterogeneity in clinical presentation and...

(1)
May 2026 42119857
Machine learning-based integration of respiratory oscillometry and spirometry for predicting clinical outcomes in spinal muscular atrophy.

UNLABELLED: Assessing respiratory function in spinal muscular atrophy (SMA) is challenging due to th...

May 2026 42113282
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