Ghazal Mirzaei

From Multi-Regime Activation to Decision Necessity: An Evidence-Bounded Analysis of Frontier-AI Regulatory Pathways

Abstract BackgroundFrontier artificial intelligence systems increasingly operate within multiple legal and institutional environments,while voluntary frontier-AI governance arrangements develop alongside emerging regulatory requirements. Asingle deployment change or harmful event...

AI Governance at the Point of Care: A Scenario-Based Analysis of Governance Composability in High- Stakes Maternal Care

Abstract BackgroundArtificial intelligence (AI) is increasingly incorporated into maternal and obstetric care through risk prediction,clinical decision support, monitoring, diagnostic interpretation, patient communication, and generative AI.Existing governance literature provides...