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 | |