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Table 3 Performance metrics for each disease category – Boosting model/RNN

From: Artificial intelligence to differentiate asthma from COPD in medico-administrative databases

 

Recall (= sensibility) (%)

Specificity (%)

Precision (= positive predictive value) (%)

Negative predictive value (%)

F1 score (%)

Boosting model

     

Asthma

83

63

71

77

76

COPD

65

90

61

90

63

Other

54

76

66

65

60

RNN model

     

Asthma

83

62

71

77

76

COPD

65

91

66

92

65

Other

64

84

53

77

58

  1. COPD chronic obstructive pulmonary disease, RNN recurrent neural network