Table 3 Label performance by depth

From: VetTag: improving automated veterinary diagnosis coding via large-scale language modeling

Depth

Diagnosis

CSU

PP (Cross-hospital)

#

F1

Prec

Rec

EM

#

F1

Prec

Rec

EM

1

Disease by body site

84832

91

90

92

87

461

83

84

82

74

Inflammatory disorder

25271

72

77

68

89

193

64

73

57

79

Infectious disease

11304

60

70

52

93

88

42

68

31

87

2

Disorder of body systems

79365

90

88

91

85

459

83

85

81

74

Disorder of soft tissue

36237

75

78

73

85

205

65

57

76

72

Disease of trunk

35398

78

77

79

86

147

56

53

59

77

3

Malignant tumor

28058

91

93

89

96

19

52

36

90

95

Inflam. of specific body systems

23911

72

71

73

88

190

66

66

67

78

Inflam. of specific body organs

22531

72

71

73

89

170

66

65

68

80

4

Disease of abdomen

20215

73

71

75

90

90

44

46

42

84

Disease of digestive organ

19136

68

70

65

90

177

55

62

50

76

Disease of digestive tract

17997

71

75

68

92

184

60

69

53

78

5

Disease of upper digestive tract

11316

65

69

61

94

154

57

65

51

80

Disease of gastrointestinal tract

9265

70

74

67

96

33

29

29

30

92

Disorder of anterior eye segment

7638

80

77

83

97

38

58

56

61

94

  1. We sample three of the five most frequent diagnoses from each layer and report its performance for each depth. Diagnoses are more specific as layer goes deeper