Scatter plot of the CSC2 sample color-coded by point density, illustrating the performance of PICZL on previously unseen data, as the majority of sources lie within the defined outlier boundary, demonstrating the prediction robustness. Sources identified as outliers generally scatter close to the boundary, with only a few instances of significant deviations or catastrophic failures.