Variation in the test and train (dashed) F1-scores as a function of redshift for the three gradient-boosting models LightGBM, XGBoost, and CatBoost. The overlaid histogram represents the normalized relative frequency of sources within each redshift bin in the training/testing samples. This combined view illustrates the relation between the model performance and data availability.