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The use of artificial intelligence (AI), including machine learning and large language models, is revolutionizing health care, from drug discovery and development, through to applications in the risk stratification, diagnosis, imaging, monitoring, prognostication, and pharmacological and surgical treatment of patients. We present a Collection of articles from the Nature Reviews portfolio that explore these opportunities across a range of medical specialties and discuss the related ethical considerations.