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Table 4 Performance of the classification models created to predict the Rassi risk group of each patient

From: Heart rate variability as a biomarker in patients with Chronic Chagas Cardiomyopathy with or without concomitant digestive involvement and its relationship with the Rassi score

 

Precision

Recall

F1-score

Acc

 

Low

Inter

High

Avg

Low

Inter

High

Avg

Low

Inter

High

Avg

 

KNN

0.62

0.29

0.43

0.44

0.81

0.30

0.19

0.43

0.70

0.29

0.26

0.42

0.48

SVM

0.73

0.55

0.58

0.62

0.85

0.55

0.44

0.61

0.79

0.55

0.50

0.61

0.65

MLP

0.66

0.58

0.43

0.55

0.73

0.55

0.38

0.55

0.69

0.56

0.40

0.55

0.58

RF

0.59

0.29

0.25

0.38

0.65

0.25

0.25

0.38

0.62

0.27

0.25

0.38

0.42

  1. KNN: k-nearest neighbors; SVM: support vector machine; MLP: multilayer perceptron; RF: random forest; Low: low-risk group; Inter: intermediate-risk group; High: high-risk group; Acc.: accuracy; avg: average over the three groups