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This article discusses the increasing role of machine learning and artificial intelligence in the field of diagnostics, particularly in disease diagnosis, treatment response assessment, and patient prognosis prediction. It also highlights the use of deep learning and natural language processing in image analysis and data extraction from medical reports. The article calls for submissions on these topics for a Special Issue dedicated to the fifth anniversary of the “Machine Learning and Artificial Intelligence in Diagnostics” section.