Neurology

Seizures

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

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Showing 295-315 of 4,526 articles
Influence of personalized human head modeling and resolution on EEG source localization for rapid brain mapping.

OBJECTIVE: To evaluate the trade-offs among model resolution, anatomical fidelity, computational cos...

Jan 2026 41576536
MMoGCN: a multi-gate mixture of graph convolutional network model for EEG emotion and mood disorder recognition.

Objective.Emotional states and mood disorders are closely interconnected, and their joint recognitio...

Jan 2026 41529398
Personalized supervised and unsupervised intracranial sleep decoding during deep brain stimulation.

Impaired sleep in Parkinson's Disease (PD) is a significant unmet need. Targeting sleep stage-specif...

Jan 2026 41571940
Localization of the Berger effect in human posterior brain regions with simultaneous electroencephalogram (EEG) and stereo-EEG (SEEG) recordings.

The Berger effect, characterized by a marked increase in alpha power (8-13 Hz) upon eye closure, is ...

Jan 2026 41577097
The Contribution of the Locus Ceruleus-Norepinephrine System to the Coupling between Pupil-Linked Arousal and Cortical State.

Understanding how pupil-linked arousal couples with cortical state is crucial for uncovering the neu...

Jan 2026 41330637
Decoding lower-limb movement attempts from electro-encephalographic signals in spinal cord injury patients.

Restoring lower-limb function in patients with severe spinal cord injury (SCI) remains challenging. ...

Jan 2026 41574095
CTSSP: A temporal-spectral-spatial joint optimization algorithm for motor imagery EEG decoding.

Objective.Motor imagery brain-computer interfaces hold significant promise for neurorehabilitation, ...

Jan 2026 41499961
Explainable End-to-End Seizure Prediction via Dynamic Multiscale Cross-Band Fusion Filter Network.

Epileptic seizure prediction based on electroencephalogram (EEG) signals is one of the critical appl...

Jan 2026 41555204
Noise in the diagnosis of epilepsy by experts.

OBJECTIVE: To measure the relative levels of signal and noise in expert diagnosis of epilepsy. METHO...

Jan 2026 41556879
Lateralized effects of vagus nerve stimulation on cortical spreading depression: insights from a mouse model.

OBJECTIVES: Vagus nerve stimulation (VNS) is increasingly recognized as a therapeutic approach for n...

Jan 2026 41557703
Multi-scale EEG feature decoding with Swin Transformers for subject independent motor imagery BCIs.

High inter-subject variability and the non-stationary nature of EEG signals pose significant challen...

Jan 2026 41559106
The Potential of Ensemble-Based Automated Sleep Staging on Single-Channel EEG Signal From a Wearable Device.

Machine-learning-based sleep staging models have achieved expert-level performance on standard polys...

Jan 2026 41550037
Spectral entropy variability of intraoperative electrocorticography predicts outcome after epilepsy surgery in people with focal cortical dysplasia.

OBJECTIVE: Epilepsy surgery in people with focal cortical dysplasia (FCD) requires accurate removal ...

Jan 2026 41553358
Resolution of generalized tonic seizures following focal ablative or resective surgery.

OBJECTIVE: Focal brain lesions may underlie generalized tonic seizures, as seen in Lennox-Gastaut sy...

Jan 2026 41553726
Development and validation of a deep survival model to predict time to seizure from routine electroencephalography.

OBJECTIVE: This study was undertaken to develop and validate a deep survival model (EEGSurvNet) that...

Jan 2026 41553763
EEGMoE: A Domain-Decoupled Mixture-of-Experts Model for Self-Supervised EEG Representation Learning.

Existing deep learning models for electroencephalogram (EEG) are typically tailored for specific tas...

Jan 2026 41553887
EEG microstate features under visual feedback gain conditions exhibit high sensitivity in identifying early Parkinson's disease patients.

BACKGROUND: Early Parkinson's disease (PD) presents with subtle symptoms and lacks specific diagnost...

Jan 2026 41555363
Biomarker discovery in Lennox-Gastaut syndrome: Advances and challenges in electrophysiological, genetic, neuroimaging, and neuroinflammatory approaches.

In Lennox-Gastaut Syndrome (LGS), a severe developmental and epileptic encephalopathy, the absence o...

Jan 2026 41548392
EEG-to-gait decoding via phase-aware representation learning.

Accurate decoding of lower-limb motion from EEG signals is essential for advancing brain-computer in...

Jan 2026 41570674
Comparative analysis of machine learning algorithms for predicting stereotactic coordinates of the centromedian nucleus.

OBJECTIVE: Deep brain stimulation (DBS) of the centromedian nucleus (CM) of the thalamus is a promis...

Jan 2026 41569646
Multisequence MRI Enables High-Fidelity FDG-PET Synthesis for Epilepsy Using GANs.

BACKGROUND: FDG-PET aids presurgical epilepsy evaluation but is limited by access and radiation expo...

Jan 2026 41542825
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