The integration of Artificial Intelligence (AI) in healthcare promises to revolutionize diagnostics, treatment, and patient care. However, the rapid development and deployment of AI systems in healthcare raise ethical concerns, particularly around decision-making processes. This paper explores the development of ethical frameworks for AI in healthcare, addressing key concerns such as autonomy, fairness, accountability, privacy, and transparency. By examining existing ethical models and proposing a comprehensive framework, this paper aims to contribute to the responsible development and implementation of AI technologies in healthcare.