Table 4 Top 5 models for the one-year death prediction outcome, obtained through cross-validation inside the primary 847 patients dataset (mean ± SD)
From: On the predictability of postoperative complications for cancer patients: a Portuguese cohort study
Model | Kappa | Recall | AUC | F1-Score | Accuracy |
|---|---|---|---|---|---|
RF | 0.371 ± 0.09 | 0.649 ± 0.292 | 0.735 ± 0.07 | 0.683 ± 0.046 | 0.845 ± 0.026 |
CBC | 0.364 ± 0.13 | 0.669 ± 0.265 | 0.727 ± 0.073 | 0.681 ± 0.066 | 0.837 ± 0.036 |
XGB | 0.345 ± 0.088 | 0.652 ± 0.283 | 0.718 ± 0.059 | 0.67 ± 0.044 | 0.838 ± 0.032 |
SVM | 0.313 ± 0.091 | 0.664 ± 0.221 | 0.746 ± 0.059 | 0.656 ± 0.046 | 0.803 ± 0.028 |
NB | 0.296 ± 0.094 | 0.671 ± 0.165 | 0.744 ± 0.041 | 0.644 ± 0.049 | 0.772 ± 0.044 |