Research Article
An Ensemble Learning Based Framework for Traditional Chinese Medicine Data Analysis with ICD-10 Labels
Table 4
ICD-10 annotation accuracy of each type of disease (%).
| No. | Name | Size | DEL | MV-KNN | CNN |
| 1 | Arthralgia syndrome | 481 | 82.4 ± 2.7 | 83.1 ± 2.8 | 84.2 ± 3.4 | 2 | Acne | 75 | 90.2 ± 2.1 | 86.4 ± 2.3 | 85.3 ± 3.1 | 3 | Epilepsy | 26 | 89.1 ± 2.5 | 88.0 ± 1.9 | 86.9 ± 2.4 | 4 | Tinnitus and deafness | 68 | 83.1 ± 2.6 | 81.0 ± 3.1 | 85.2 ± 3.6 | 5 | Abdominal pain | 96 | 84.7 ± 2.7 | 81.3 ± 2.9 | 82.8 ± 3.4 | 6 | Allergic rhinitis | 376 | 89.2 ± 2.1 | 84.1 ± 2.8 | 85.3 ± 3.0 | 7 | Neck and shoulder pain | 110 | 91.4 ± 1.9 | 88.4 ± 2.1 | 86.0 ± 2.5 | 8 | Cervical spondylosis | 33 | 92.6 ± 2.2 | 87.7 ± 2.9 | 90.5 ± 3.1 | 9 | Cough | 96 | 88.5 ± 2.7 | 86.9 ± 3.1 | 87.1 ± 3.9 | 10 | Facial paralysis | 89 | 82.7 ± 1.3 | 78.8 ± 2.5 | 79.1 ± 3.0 | 11 | Traumatic brain injury | 47 | 85.8 ± 2.1 | 86.0 ± 2.9 | 85.1 ± 2.6 | 12 | Migraine | 33 | 93.0 ± 2.9 | 88.7 ± 3.2 | 89.4 ± 3.6 | 13 | Ankylosing spondylitis | 33 | 91.9 ± 2.0 | 90.0 ± 3.6 | 91.1 ± 3.9 | 14 | Insomnia | 47 | 90.2 ± 2.2 | 84.5 ± 3.3 | 88.5 ± 3.6 | 15 | Headache | 145 | 86.6 ± 2.5 | 87.1 ± 3.2 | 89.2 ± 3.8 | 16 | Flaccidity syndrome | 124 | 87.2 ± 1.9 | 83.1 ± 2.8 | 84.4 ± 3.1 | 17 | Stomachache | 145 | 89.2 ± 2.4 | 86.5 ± 2.8 | 87.2 ± 3.1 | 18 | Asthma | 355 | 90.6 ± 2.1 | 88.2 ± 2.9 | 88.6 ± 2.9 | 19 | Palpitation | 33 | 90.2 ± 2.5 | 89.9 ± 3.1 | 86.5 ± 3.4 | 20 | Lumbocrural pain | 397 | 88.1 ± 2.3 | 82.1 ± 3.2 | 87.2 ± 3.8 | 21 | Urticaria and rubella | 26 | 85.4 ± 2.3 | 84.2 ± 3.1 | 84.9 ± 3.0 |
| 22 | Total | 2835 | 88.2 ± 2.8 | 85.6 ± 3.4 | 86.4 ± 3.9 |
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