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Table 6 Coding results for CodiEsp dataset with \(f_s = 20\)

From: Comparison of different feature extraction methods for applicable automated ICD coding

Feature extraction & classifiers

Macro-F1 (%)

Micro-F1 (%)

Macro-AUC (%)

Micro-AUC (%)

BoW

 LR_uni

5.96

13.81

51.81

53.72

 SVM_uni

24.06

39.13

58.61

62.61

 LR_uni_bi

2.42

6.29

50.70

51.62

 SVM_uni_bi

12.79

23.56

54.39

56.75

 LR_uni_bi_tri

1.55

4.04

50.43

51.03

 SVM_uni_bi_tri

8.14

14.76

52.70

54.00

W2V

 LR_word

0.57

2.31

50.15

50.57

 SVM_word

0.00

0.00

50.00

50.00

BERT_embeddings

 LR_char

15.81

22.77

55.42

57.28

 SVM_char

15.34

21.39

56.00

57.55

 LR_comb

17.71

26.45

56.25

58.78

 SVM_comb

18.24

25.75

57.43

59.68

BERT_finetune

 top_layer

0.01

0.04

52.70

65.02

 whole

1.72

6.71

68.40

74.87