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Table 3 Metrics of machine learning models for two most common outcomes on dataset1

From: Maintaining proper health records improves machine learning predictions for novel 2019-nCoV

Outcome

Metric

AdaBoost

Bagging

Extra-Trees

Decision Tree

k-NN

Alive

Precision

0.95

0.95

0.94

0.95

0.95

 

Recall

0.96

0.97

0.97

0.97

0.95

 

F1-Score

0.95

0.96

0.95

0.96

0.95

Death

Precision

0.45

0.50

0.44

0.50

0.42

 

Recall

0.38

0.38

0.31

0.38

0.38

 

F1-Score

0.42

0.43

0.36

0.43

0.40

 

Accuracy

0.60

0.92

0.91

0.91

0.91