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Relying on AI-driven decision-making represents a major shift for healthcare practitioners; instead of relying solely on human judgment – intuition, experience, observed evidence – medical professionals now have the option to remove themselves from some decision-making processes, turning over part of that responsibility to AI. However, trust in an AI-powered decision requires a leap of faith. In this whitepaper we envision how a more human-centered approach to constructing AI can encourage....