AIMC Topic: Epilepsy, Generalized
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Decision support system based on ensemble models in distinguishing epilepsy types.
Epilepsy & behavior : E&B
May 17, 2025
This study aimed to classify patients' focal (frontal, temporal, parietal, occipital), multifocal, and generalized epileptiform activities based on EEG findings using artificial intelligence models. The study included 575 patients followed in the Neu...
Construction and validation of an algorithm to separate focal and generalised epilepsy using clinical variables: A comparison of machine learning approaches.
Epilepsy & behavior : E&B
Apr 25, 2024
PURPOSE: Epilepsy type, whether focal or generalised, is important in deciding anti-seizure medication (ASM). In resource-limited settings, investigations are usually not available, so a clinical separation is required. We used a naïve Bayes approach...
Attention-based deep convolutional neural network for classification of generalized and focal epileptic seizures.
Epilepsy & behavior : E&B
Apr 17, 2024
Epilepsy affects over 50 million people globally. Electroencephalography is critical for epilepsy diagnosis, but manual seizure classification is time-consuming and requires extensive expertise. This paper presents an automated multi-class seizure cl...
Electroclinical spectrum of generalized paroxysmal fast activity in adults without epileptic encephalopathy.
Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology
Jan 16, 2022
INTRODUCTION: Generalized paroxysmal fast activity (GPFA) is a rare and underreported EEG pattern known to be related to epileptic encephalopathy. We aimed to investigate the electroclinical spectrum of GPFA along with other atypical EEG features in ...
Macroscale and microcircuit dissociation of focal and generalized human epilepsies.
Communications biology
May 18, 2020
Thalamo-cortical pathology plays key roles in both generalized and focal epilepsies, but there is little work directly comparing these syndromes at the level of whole-brain mechanisms. Using multimodal imaging, connectomics, and computational simulat...
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