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Explore how human values are embedded in both traditional clinical equations and modern large language models used in healthcare through this 39-minute conference talk. Examine the ways these models, whether established or cutting-edge, can be guided and modified, including their potential to significantly transform diagnostic and management reasoning in clinical practice. Learn about the intersection of prediction and intervention problems in social systems as they relate to medical algorithms and artificial intelligence applications in healthcare settings.