| Models | AUC | BS | \({\mathbf{HL}}_{{\hat{varvec{c}}}}\) | P-value |
---|---|---|---|---|---|
Training mode 1 (10-fold cross validation) | NL-SRC | 0.892 | 0.063 | 8.082 | 0.426 |
logit | 0.864 | 0.068 | 13.561 | 0.094 | |
RF | 0.881 | 0.066 | 12.281 | 0.139 | |
XGBoost | 0.887 | 0.064 | 12.358 | 0.136 | |
Training mode 1 (6-fold cross validation) | NL-SRC | 0.890 | 0.064 | 9.753 | 0.283 |
logit | 0.867 | 0.068 | 14.603 | 0.067 | |
RF | 0.882 | 0.066 | 13.372 | 0.100 | |
XGBoost | 0.885 | 0.065 | 11.726 | 0.164 | |
Training mode 2 | NL-SRC | 0.894 | 0.060 | 7.638 | 0.470 |
logit | 0.861 | 0.065 | 31.460 | <0.001 | |
RF | 0.886 | 0.061 | 14.022 | 0.081 | |
XGBoost | 0.882 | 0.061 | 9.740 | 0.284 | |
Training mode 3 | NL-SRC | 0.869 | 0.066 | 17.062 | 0.030 |
logit | 0.863 | 0.067 | 75.033 | <0.001 | |
RF | 0.864 | 0.069 | 41.323 | <0.001 | |
XGBoost | 0.874 | 0.069 | 67.251 | <0.001 |