Figure 1.
A flowchart illustrating concepts related to ethical A I governance, highlighting key areas such as workforce upskilling and human-A I collaboration, leading to inclusive decision-making and practical implications.The flowchart presents a conceptual framework for ethical A I governance. It features interconnected elements including Ethical Governance, A I Literacy and Workforce Upskilling, and Responsible A I Use, all leading to Inclusive, Patient-Centred Decision-Making. Each major section lists specific components, such as Transparency and Accountability under Ethical Governance, and Training Programs under A I Literacy. Human-A I Collaboration emphasizes the notion of augmentation rather than replacement. The final section discusses Practical Implications, noting improved patient outcomes, greater public trust in A I, and sustainable adoption. Arrows connect the sections, illustrating the relationships and processes between these elements.

Responsible leadership model for AI integration in healthcare

Source: Author’s own work

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