Preprint of an article as part of the 'Domain adaptation, Explainability, Fairness in AI for Medical Image Analysis' (DEF-AI-MIA) workshop at the Computer Vision and Pattern Recognition Conference (CVPR) in 2024. This preprint will be updated when the results of the competition are announced.