Feature importance comparison. Dark blue bars show the importance of features selected by the random forest model, and dark orange bars the importance of features selected by SHAP. Red bars represent the importance of features not selected by the random forest model, and green bars the importance of features not selected by SHAP. The symbols indicate the Boruta classification: + for confirmed, | for tentative, and x for rejected features. More information on all features (Pantheon+SH0ES dataset and additions) can be found in the appendix.