Table 2 Top 5 models for the complication’s severity 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 | 0.225 ± 0.127 | 0.431 ± 0.164 | 0.651 ± 0.083 | 0.410 ± 0.093 | 0.506 ± 0.081 |
CBC | 0.197 ± 0.098 | 0.430 ± 0.239 | 0.634 ± 0.089 | 0.377 ± 0.082 | 0.434 ± 0.071 |
DT | 0.185 ± 0.118 | 0.388 ± 0.254 | 0.620 ± 0.094 | 0.368 ± 0.095 | 0.465 ± 0.083 |
SVM | 0.157 ± 0.096 | 0.431 ± 0.243 | 0.642 ± 0.069 | 0.357 ± 0.062 | 0.393 ± 0.055 |
XGB | 0.158 ± 0.128 | 0.424 ± 0.221 | 0.629 ± 0.062 | 0.354 ± 0.103 | 0.379 ± 0.091 |