Models that shared maximum accuracy and precision values were RF4, RF6, and RF27, although these models did not share the maximum recall value. RF4 and RF6 were trained with ECFP4 but differed regarding the number of estimators and the number of decision trees employed. Both models had very similar performances. RF27 was trained with ECFP6. However, compared to RF4 and RF6, RF27 was not very good at predicting positives as measured by its recall value (0.93).