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. 2023 Sep 25;28(19):6793. doi: 10.3390/molecules28196793

Table 2.

Performance comparison of IonPred with other tools on non-metal-ion test sets.

Radicals Method Rec Pre F1 MCC AUC AUPR
CO32− IonCom 0.610 0.498 0.548 0.579 0.909 0.567
IonPred 0.743 0.612 0.671 0.652 0.928 0.724
NO2 IonCom 0.596 0.398 0.477 0.592 0.890 0.399
IonPred 0.789 0.634 0.703 0.620 0.939 0.677
SO43− IonCom 0.210 0.178 0.193 0.160 0.723 0.156
IonPred 0.389 0.411 0.400 0.341 0.876 0.336
PO43− IonCom 0.451 0.292 0.355 0.218 0.709 0.233
IonPred 0.523 0.731 0.610 0.595 0.904 0.487

Rec refers to Recall, Pre refers to Precision, MCC refers to Matthew’s correlation coefficient, F1 refers to F1 score, AUC refers to Area under the curve, and AUPR refers to Area under precision recall curve. Bold font indicates metric with best performance.