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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Tony T. Williams

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Review Open access Sep 2026

From Regulatory Authorization to Clinical Accountability: A Control Preventability Framework for Healthcare AI

The integration of artificial intelligence into healthcare has accelerated dramatically, with the FDA authorizing 1,430 AI/ML-enabled medical devices by the end of 2025 including 331 authorizations in that year alone yet the evidentiary foundation for many deployed tools remains limited, and accountability frameworks h...

Tony T. Williams, Amna Jatoi, Sazain Malik et al. · 0 citations

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