From Innovation to Accountability: A Governance Framework for AL Disclosure, Human, Oversight, and Patient Protection in Healthcare

This paper presents a governance framework for the responsible use of artificial intelligence in healthcare, with particular attention to AI disclosure, human oversight, accountability, patient protection, transparency, and responsible deployment. It examines the governance responsibilities surrounding AI-supported healthcare decisions and proposes a practical framework designed to preserve meaningful human oversight while strengthening transparency and accountability. The framework emphasizes patient-centered governance, clear disclosure of AI involvement, defined human responsibility, risk management, and safeguards appropriate to high-impact healthcare environments.