Medicina intensiva
Toward transparent clinical decision support in the ICU: A multi-window, model-agnostic explainability approach for 72-h mortality prediction using the eICU collaborative research database.
Daniel Gallardo Gómez, Sara Díaz, Javier Quintero Sosa, Claudia Jiménez Vázquez, Álvaro Ritoré-Hidalgo, Antonio Gutiérrez-Pizarraya, Miguel Ángel Armengol de la Hoz, María Recuerda Núñez, Ángel Estella
Published: 202510.1016/j.medine.2025.502349
Abstract
OBJECTIVE: This study has two main objectives: (1) to develop a multi-model framework for predicting Intensive Care Unit (ICU) mortality within the first 72 h of admission; and (2) to introduce a novel model-agnostic explainability approach classific…
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