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Table 3 Performance summary of post-operative evaluation-ICU

From: Risk factors and socio-economic burden in pancreatic ductal adenocarcinoma operation: a machine learning based analysis

Models

AUC

95%CI

sensitivity (recall)

specificity

accuracy

log-loss

FP rate

precision

AP

F1

Lower bound

Upper bound

SVM

0.80

0.71

0.88

0.95

0.60

0.81

0.53

0.4

0.78

0.8

0.86

Lasso

0.77

0.68

0.86

0.85

0.63

0.77

0.56

0.37

0.78

0.81

0.81

LR

0.76

0.67

0.85

0.81

0.65

0.75

0.56

0.35

0.69

0.78

0.75