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This article discusses the integration of artificial intelligence models into traditional decision support frameworks in healthcare, specifically in the form of intelligent clinical decision support systems (ICDSS). The goal is to improve the quality of patient care by providing more effective and informed decision making for healthcare professionals. The article also proposes a Special Issue dedicated to exploring the use of AI in healthcare decision making.