Explainable AI-Enhanced Ensemble Protocol Using Gradient-Boosted Models for Zero-False-Alarm Seizure Detection from EEG.

All models maintained mean FA/24 h values ≤0.002, more than two orders of magnitude below the clinical limit, with highly significant equivalence ( p < 0.001 ).

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