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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Sazain Malik

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Review Open access Sep 2026

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

A Control–Preventability Principle is proposed that allocates accountability according to control, foreseeability, preventability, and meaningful oversight capacity across developers, deploying institutions, and clinicians, with accountability following control over preventable risk rather than merely the physical loca...

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

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