Toward a Safety-First Framework: What AI Can Learn from Aviation

Introduction: The Pilot and the Algorithm In this series, we have explored the technical fractures where bias enters the AI pipeline—from hidden proxies in data to the “Group Attribute Paradox” in algorithms. But fixing these individual fractures is not enough. To truly ensure equity, healthcare needs a fundamental shift in culture. We do not need […]