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This structured approach addresses the critical governance gaps that many healthcare organizations encounter when scaling AI initiatives, from initial pilot programs to enterprise-wide deployment. The AMA's toolkit provides practical guidance for establishing oversight committees, defining approval processes, ensuring algorithmic transparency, and creating accountability mechanisms that align with both regulatory requirements and clinical best practices.
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