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This creates a potential conflict with current ethical standards for the treatment of patients, which emphasize fairness, consent, and privacy. While healthcare poses some similar dangers, it often presents very different challenges. For example, data from clinical trials can discriminate against women, racial minorities, and the elderly because these groups are less likely to participate in trials, potentially leading to AI algorithms privileging treatment options optimized for specific demographics. Does the explanation have to be intelligible to patients, to doctors, or even just to machine learning technicians? At the same time, as AI systems continue to develop, we may need to balance privacy concerns with novel medical innovations that can potentially save many lives. Can machine learning help us achieve both objectives?

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