The Last Mile: Bias in Algorithms and Human Interaction

Introduction: The Paradox of Optimization In the final stages of the AI pipeline, we encounter a counter-intuitive reality. We often assume that giving an AI more information about a patient—like their age, sex, or race—will automatically make it “fairer.” However, Stage 3 of our pipeline analysis reveals the Group Attribute Paradox: including demographic attributes can […]