Daniel J. Lizotte

Fairness over Time: Evaluating How Fairness Objectives Shape Health Disparities in AI-Driven Clinical Decision Support Systems

Fairness is not a single concept and may be operationalized using a variety of definitions reflecting different ethical commitments, yet these are rarely compared systematically in healthcare AI. Fairness is often assessed using static metrics, even though clinical decisions are sequential and evolve over time. In chro...