No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging

Charles Jones, Daniel C. Castro, Fabio De Sousa Ribeiro +3

As machine learning methods gain prominence within clinical decision-making, addressing fairness concerns becomes increasingly urgent. Despite considerable work dedicated to detect…