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Advances, Systems and Applications

Table 1 Average macro accuracy and F1-score for disease prediction

From: Cloud-based intelligent self-diagnosis and department recommendation service using Chinese medical BERT

Methods

Average macro (Top-1)

Average macro (Top-5)

Average macro (Top-10)

 

Accuracy

F1-score

Accuracy

F1-score

Accuracy

F1-score

TextCNN

65.38

60.6

92.91

91.49

97.27

96.73

LSTM

64.18

59.68

91.9

90.08

96.61

95.87

LEAM

63.44

55.79

92.1

90.2

96.9

96.3

Transformer

65.11

59.97

92.74

91.24

97.12

96.6

BERT-base

65.95

61.36

93.11

91.59

97.28

96.78

BERT-wwm

66.12

61.56

93.06

91.47

97.34

96.82

CHMBERT

66.28

61.95

93.08

91.58

97.27

96.83

  1. The best performance is boldfaced