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This article discusses the potential applications of artificial intelligence (AI) in healthcare, specifically in the areas of diagnosis, prognosis, and treatment. It highlights the challenges and issues that need to be addressed in order for AI to have a significant impact in the healthcare domain. The Special Issue of Algorithms focuses on the use of AI-based algorithms in dealing with time-dependent patient variables and pattern identification in heterogeneous datasets.