Table 8.
Validation Dataset | Performance Measures | Models | ||
---|---|---|---|---|
Gram-Positive | Gram-Negative | Gram-Variable | ||
Gram-positive
ABPs |
Sn | 80.7 | 50.0 | 67.7 |
Sp | 90.3 | 89.3 | 87.6 | |
Acc | 85.5 | 69.6 | 77.7 | |
AUC | 0.93 | 0.85 | 0.88 | |
AUPRC | 0.92 | 0.83 | 0.87 | |
MCC | 0.71 | 0.43 | 0.57 | |
Gram-negative
ABPs |
Sn | 66.0 | 92.4 | 91.1 |
Sp | 89.4 | 94.9 | 87.3 | |
Acc | 77.7 | 93.6 | 89.2 | |
AUC | 0.89 | 0.98 | 0.93 | |
AUPRC | 0.85 | 0.98 | 0.92 | |
MCC | 0.57 | 0.87 | 0.78 | |
Gram-variable
ABPs |
Sn | 80.2 | 76.2 | 83.9 |
Sp | 87.4 | 92.0 | 90.1 | |
Acc | 83.8 | 84.1 | 87.0 | |
AUC | 0.91 | 0.93 | 0.94 | |
AUPRC | 0.89 | 0.93 | 0.93 | |
MCC | 0.68 | 0.69 | 0.74 |
Sn: Sensitivity, Sp: Specificity, Acc: Accuracy, MCC: Matthews correlation coefficient, AUC: Area under the receiver operating characteristic curve, AUPRC: Area under the precision-recall curve.