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FedCareX: Trust-Aware Federated Transformer for Wearable IoT Seizure Prediction

PubMed - functional seizures Published 16 Oct 2026 Relevancy: 48%

Behind-the-ear electroencephalography (EEG) can now be recorded continuously outside hospital, but forecasting the preictal state is hard in a distributed deployment: raw traces cannot leave the clinical site, the wearable montage is chosen per patient, and part of the labelling comes from automated annotators rather than clinicians. Federated learning removes the need to move recordings, yet weighting each site by its sample count lets a poorly annotated site dominate the shared model. FedCareX...

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AI for Poststroke Epilepsy: Scoping Review of Imaging-Based Prediction Models and Implications for African Settings

PubMed - functional seizures Published 16 Oct 2026 Relevancy: 45%

CONCLUSIONS: Imaging-based AI for predicting PSS and PSE has progressed rapidly, but important methodological and geographical gaps remain. Limited external validation, heterogeneous reporting, and the absence of African development and validation cohorts restrict confidence in the generalizability of existing models. Future research should prioritize the development of explainable imaging-based AI models using representative African neuroimaging datasets and their external validation in...

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Combining responsive neurostimulation with resection or ablation for treatment of epilepsy: a multicenter experience

PubMed - functional seizures Published 16 Oct 2026 Relevancy: 36%

CONCLUSIONS: Combined RNS with resection or ablation might provide meaningful seizure control in complex drug-resistant epilepsy with acceptable safety profiles. These findings describe current practice and support further investigation of hybrid surgical strategies in patients with challenging seizure networks as a potential treatment strategy.

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