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