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The last several years have shown a strong growth of Artificial Intelligence (AI) technologies with promising results for many areas of healthcare. HCI has contributed to these discussions, mainly with studies on explainability of advanced algorithms. However, there are only few AI-systems based on machine learning algorithms that make it to the real world and everyday care. This challenging move has been named the “last mile” of AI in healthcare, emphasizing the sociotechnical uncertainties and unforeseen learnings from involving users in the design or use of AI-based systems. The aim of this workshop is to set the stage for a new wave of HCI research that accounts for and begins to develop new insights, concepts, and methods, for transitioning from development to implementation and use of AI in healthcare. Participants are invited to collaboratively define an HCI research agenda focused on healthcare AI in …