The explanatory model for the no_resampling strategy (Table of the Supporting Information) suffered from the positive correlation between training and test ratios, which could be confounded. Both original training and test ratios showed a positive effect on the predicted fraction of actives. Although the estimate was larger and more significant for the training ratio coefficient, the confounding effect and the very skewed distribution of the predicted ratios deemed this model inconclusive.