MAGMED: A clinically grounded LLM-guided synthetic augmentation framework for admission-time ICU mortality prediction
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Background: Mortality risk prediction for elderly intensive care unit (ICU) patients with severe infections remains challenging due to limited sample sizes and poor generalization across institutions. Existing models often fail t... ...