Algorithmic Bias in Healthcare AI: Detection, Mitigation, and Governance Frameworks

Abstract

Analysis of bias patterns across 12 clinical AI systems in use across Europe, with a practical framework for healthcare organisations to audit, document, and mitigate discriminatory outcomes.