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Hybrid CNN transformer framework for EEG-based epileptic seizure detection -
Early diagnosis and early intervention are important in the treatment of epilepsy, so detecting epileptic seizures from EEG signal is very important. However, the non-stationary nature of EEG signals, inter-subject variability and artefacts arising from noise are major challenges to the development of a robust, generalisable and real-time automated seizure detection system. Many current deep le...
Brain network construction and analysis for epilepsy: A methodology review -
Epilepsy is increasingly understood as a network disorder, prompting widespread application of graph-theoretic methods to electrophysiological and neuroimaging data. The resulting methodological landscape-spanning functional, structural, and effective connectivity, together with dynamic and multimodal extensions-has grown fragmented. Following PRISMA guidelines, we screen Web of Science, IEEE X...
Real-time EEG-based epileptic seizure prediction using artificial intelligence: A systematic review -
CONCLUSION: Despite high accuracy, the lack of prospective validation and standardised deployment metrics remains a major barrier to clinical translation. We propose an operational framework requiring standardised evaluation (PS/PI/EXT), explicit end-to-end latency budgets, and prospective FAR reporting per 24 h, to ensure clinical viability and patient outcomes.
Efficacy, tolerability, and EEG lateralization-based predictors of neuropsychiatric adverse events in pediatric SeLECTS treated with perampanel monotherapy -
CONCLUSION: PER monotherapy demonstrates robust efficacy and excellent tolerability in pediatric SeLECTS. Specific neuropsychiatric adverse events appear to be associated with hemisphere-dependent neurobiological factors, independent of dosage. Integrating baseline EEG lateralization profiles may inform future biomarker-guided approaches.
Cross-cultural validation of the International Classification of Cognitive Disorders in Epilepsy (IC-CoDE) in Chinese-speaking people with epilepsy -
CONCLUSION: This study demonstrates the cross-cultural adaptability of IC-CoDE in Chinese-speaking people with epilepsy, filling a gap in global IC-CoDE validation.
Pregabalin-Induced Myoclonus in a Patient Without Kidney Dysfunction -
Pregabalin is FDA-approved for the treatment of neuropathic pain associated with diabetes, postherpetic neuralgia, spinal cord injury, and as an adjunctive treatment for partial seizures and thus is a commonly prescribed agent in the primary care, neurological, and pain management settings. Adverse effects of pregabalin include dizziness, somnolence, diplopia, blurry vision, and respiratory dep...
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