Vanderleicio Leite Junior, Matheus Giovanni Pires, and Fabiana Cristina Bertoni. 2025. Predicting and Interpreting Clinical Deterioration in the Intensive Care Unit Using Machine Learning and Explainable AI. In Anais da XXXV Brazilian Conference on Intelligent Systems, setembro 29, 2025, Fortaleza/CE, Brasil. SBC, Porto Alegre, Brasil, 335-347.