In the realm of modern healthcare, the utilization of health data holds immense potential for revolutionizing research, diagnostics, and patient care, yet the journey towards harnessing this invaluable asset is intricately entwined with challenges, prominently including those related to AI-driven Health Data Privacy. In a groundbreaking exploration, the Norwegian Centre for E-health Research sheds light