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Table 1 Top 5 models for the postoperative complications outcome, obtained through cross-validation inside the primary 847 patients dataset

From: On the predictability of postoperative complications for cancer patients: a Portuguese cohort study

Model Kappa Recall AUC F1-Score Accuracy
RF 0.293 ± 0.095 0.645 ± 0.081 0.691 ± 0.057 0.645 ± 0.046 0.652 ± 0.048
MLP 0.285 ± 0.096 0.642 ± 0.101 0.663 ± 0.053 0.641 ± 0.050 0.648 ± 0.048
SVM 0.282 ± 0.121 0.640 ± 0.098 0.676 ± 0.058 0.640 ± 0.060 0.646 ± 0.061
CBC 0.276 ± 0.109 0.636 ± 0.131 0.681 ± 0.064 0.635 ± 0.055 0.646 ± 0.053
LR 0.272 ± 0.086 0.634 ± 0.140 0.685 ± 0.056 0.632 ± 0.041 0.645 ± 0.044
  1. The values are the mean ± standard deviation (SD)