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Plasma sampling was repeated after 4 weeks

However, nearly 30% of patients eventually develop drug-refractory epilepsy, which significantly affects the quality of life and psychological health of patients, posing a major societal burden [1]

A key limitation is the imbalance in datasets, which often contain numerous biological features but relatively few patients, increasing the risk of overfitting and reducing model generalizability [55]