Random forest classifier | Logistic regression classifier | Support vector machine | Gaussian Naïve Bayes | |||||
Sex performance disparities (%) | t-test p value | Sex performance disparities (%) | t-test p value | Sex performance disparities (%) | t-test p value | Sex performance disparities (%) | t-test p value | |
Accuracy | −5.62 | 0.00 | −6.80 | 0.00 | −6.19 | 0.00 | −4.64 | 0.00 |
FScore | 7.86 | 0.00 | 14.39 | 0.00 | 16.46 | 0.00 | 21.63 | 0.00 |
ROC_AUC | −0.05% | 0.46 | 3.57% | 0.00 | 5.95% | 0.00 | 8.17% | 0.00 |
Precision | 4.60% | 0.00 | 9.28% | 0.00 | 12.82% | 0.00 | 9.35% | 0.00 |
Recall | 9.70% | 0.00 | 15.51% | 0.00 | 15.38% | 0.00 | 22.78% | 0.00 |
False negative rate | −9.70 | 0.00 | −15.51 | 0.00 | −15.38 | 0.00 | −22.78 | 0.00 |
True negative rate | −9.79 | 0.00 | −8.37 | 0.00 | −3.47 | 0.00 | −6.44 | 0.00 |
False positive rate | 9.79 | 0.00 | 8.37 | 0.00 | 3.47 | 0.00 | 6.44 | 0.00 |
True positive rate | 9.70 | 0.00 | 15.51 | 0.00 | 15.38 | 0.00 | 22.78 | 0.00 |