Neurology

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

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Artificial intelligence-based retinal imaging for brain health assessment: a scoping review.

Brain health is an emerging and rapidly expanding interdisciplinary field that requires optimisation...

Jun 2026 42297702
Interpretable Machine Learning Model for Individualized Survival Prediction of Multiple System Atrophy.

BACKGROUND: Multiple system atrophy (MSA) is a fatal neurodegenerative disease with highly variable ...

(1)
Jun 2026 42297723
Machine learning versus deep learning for screening ischemic stroke among asymptomatic population.

Ischemic stroke puts great health burden in public. However, the diagnosis is based on head CT or MR...

Jun 2026 42297925
A multimodal multi-label deep learning framework with temporal attention for detection of upper-limb motor activities for prosthetic control.

Accurate detection of simultaneous grip and elbow flexion is critical for advanced rehabilitation mo...

Jun 2026 42297976
Plasma proteomic signatures of cellular aging predict human disease.

Aging is asynchronous across cells and organs. Here we tested whether plasma proteomics can be used ...

Jun 2026 42297981
Patient-independent hybrid generative-discriminative modeling for seizure detection in long-term scalp EEG.

Automated seizure detection from long-term scalp electroencephalography (EEG) remains challenging be...

Jun 2026 42297985
A computational model to describe multi-regional brain architecture during neurodegeneration in Alzheimer's disease.

We previously proposed an MRI-based machine learning model to describe the mesoscopic architecture o...

Jun 2026 42289440
A Time-Frequency Decoupled Contrastive Learning Framework for Electroencephalography-Based Parkinson's Disease Diagnosis.

Parkinson's disease (PD), a prototypical neurodegenerative disorder, poses significant challenges fo...

(1)
Jun 2026 42281553
Pyramid Vision Transformer-Enhanced Conformer Network for Epileptic Seizure Recognition Using MultiChannel EEG Signals.

The classification of electroencephalogram (EEG) signals plays an important role in neuroscience res...

Jun 2026 42281554
ActiTect: a generalizable machine learning pipeline for REM sleep behavior disorder screening through standardized actigraphy.

Isolated rapid eye movement sleep behavior disorder (iRBD) is a major prodromal marker of α-synuclei...

Jun 2026 42286243
Predicting major adverse cardiovascular and cerebrovascular events in chronic heart failure: a machine learning study.

BACKGROUND: Heart failure (HF) is a clinical syndrome characterized by impaired cardiac diastolic an...

Jun 2026 42286995
An integrated calibration-uncertainty framework for improving the reliability of deep learning models for seizure detection in EEG signals.

BACKGROUND AND OBJECTIVE: Deep learning models have demonstrated strong performance in automated sei...

(2)
Jun 2026 42308713
The landscape of knowledge graph and LLM-augmented knowledge graph applications in dementia caregiving support: a scoping review.

BACKGROUND AND OBJECTIVES: Dementia's rising prevalence places an immense burden on caregivers. Know...

Jun 2026 42286794
Fully automated three-dimensional deep learning-based magnetic resonance imaging segmentation of brain cavities in epilepsy surgery.

OBJECTIVE: There are several clinical and research applications for determining the amount of brain ...

Jun 2026 42284022
Neural abnormalities in cognitive subprocesses of emotional conflict control in bipolar II disorder: Evidence from ERPs and brain functional networks.

Patients with bipolar disorder (BD) exhibit deficits in emotional conflict control. These abnormalit...

Jun 2026 42285527
Hybrid deep learning model for brain age prediction using time-distributed convolutional and bidirectional LSTM networks.

Brain age prediction has gained significant attention due to its strong correlation with neurologica...

Jun 2026 42286062
Artificial Intelligence in Neuropathic Pain: From Mechanisms to Neuromodulation and Regenerative Strategies.

PURPOSE OF REVIEW: Neuropathic pain remains challenging due to its heterogeneous mechanisms and vari...

Jun 2026 42277490
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