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This article discusses the digital transformation of healthcare diagnostics through the use of AI and its subsets, such as the Internet of Things (IoT). It also highlights the importance of clinicians in understanding complex medical data and the need for further research in applying AI technologies to improve detection and prediction performance in healthcare. The article also introduces a Special Issue that will focus on the application of AI in health data research and healthcare applications.