Computer-aided diagnosis of primary membranous nephropathy using expert system

Gao, Jie; Wang, Siyang; Xu, Liang; Wang, Jinyan; Guo, Jiao; Wang, Haiping; Sun, Jing

doi:10.1186/s12938-023-01063-5

BioMedical Engineering OnLine

Table 8 Belief rule base used in this study

From: Computer-aided diagnosis of primary membranous nephropathy using expert system

No.	Antecedent attribute									Consequent
No.	ALB	TC	TG	BUN	CREA	eGFR	Urine SG	Urine RBC	Proteinuria	Non-PMN	Stage I	Stage II	Stage III	Stage IV
1	H	L	L	L	M	H	L	L	L	90%	10%	0	0	0
2	M	M	H	L	H	L	M	H	VH	60%	30%	10%	0	0
3	M	H	M	VH	H	L	M	VH	H	30%	60%	10%	0	0
4	H	L	M	VH	H	L	L	M	M	10%	70%	20%	0	0
5	L	H	H	H	M	M	H	VH	H	0	80%	20%	0	0
6	L	M	L	L	M	L	M	M	L	80%	20%	0	0	0
7	M	L	M	H	VH	H	L	L	L	90%	0	10%	0	0
8	H	L	L	M	M	H	L	L	L	100%	0	0	0	0
9	H	H	M	VH	VH	H	H	VH	VH	0	0	0	20%	80%
10	L	H	M	H	VH	M	H	M	H	0	10%	85%	5%	0
11	L	L	M	L	M	L	L	L	M	70%	30%	0	0	0
12	M	M	H	M	H	L	H	M	L	20%	30%	50%	0	0
13	H	H	H	VH	H	M	H	L	H	0	0	20%	80%	0
14	M	VH	H	VH	H	M	H	VH	VH	0	0	10%	80%	10%
15	H	M	L	H	H	M	L	VH	H	0	0	0	20%	80%
16	M	VH	H	VH	L	H	M	VH	H	0	0	40%	60%	0
17	L	L	L	L	M	H	L	M	L	10%	90%	0	0	0
18	L	M	M	H	M	L	L	L	M	0	80%	20%	0	0
19	L	L	H	H	M	L	L	L	H	0	60%	40%	0	0
20	L	L	M	L	L	M	L	M	M	0	70%	30%	0	0
21	L	M	H	M	H	H	H	M	L	0	0	60%	40%	0
22	M	L	M	H	M	M	L	L	M	0	0	70%	30%	0
23	L	H	H	VH	M	H	L	L	H	0	0	0	70%	30%
24	L	M	H	H	M	H	M	L	H	0	0	70%	30%	0
25	M	L	L	M	M	L	L	M	L	10%	70%	20%	0	0
26	M	M	L	M	L	L	M	L	L	20%	80%	0	0	0
27	H	M	L	M	L	L	M	L	L	60%	40%	0	0	0
28	H	L	L	L	M	L	L	L	M	90%	10%	0	0	0
29	H	L	M	L	L	L	L	L	L	95%	5%	0	0	0
30	H	L	L	M	L	L	M	M	L	60%	30%	10%	0	0
31	H	M	L	M	L	L	L	L	L	80%	10%	10%	0	0
32	H	M	L	L	M	L	L	L	L	50%	30%	20%	0	0
33	H	L	M	L	L	H	H	VH	H	0	0	70%	30%	0
34	L	VH	H	VH	L	L	M	L	L	0	0	10%	70%	20%
35	L	H	H	VH	H	L	H	M	H	0	0	30%	70%	0
36	L	VH	M	VH	L	M	L	H	H	0	0	0	90%	10%
37	M	H	M	M	H	L	L	M	L	0	0	40%	60%	0
38	L	H	H	H	L	M	H	M	H	0	0	0	80%	20%
39	M	H	M	M	H	M	M	L	L	0	30%	70%	0	0
40	L	M	H	M	L	L	M	M	H	0	0	80%	20%	0
41	L	H	H	VH	H	M	H	VH	VH	0	0	0	40%	60%
42	L	M	H	M	H	H	H	VH	H	0	0	30%	70%	0
43	M	H	H	M	L	H	H	H	VH	0	0	60%	30%	10%
44	L	H	H	M	H	L	M	H	H	0	20%	80%	0	0
45	H	M	L	M	M	L	L	L	L	30%	60%	10%	0	0
46	H	H	M	L	M	L	H	H	L	0	50%	30%	10%	0
47	L	VH	H	VH	H	L	L	VH	VH	0	0	0	20%	80%
48	L	H	M	H	M	L	L	H	H	0	0	80%	20%	0
49	H	M	H	M	M	L	L	H	M	50%	40%	10%	0	0
50	L	M	L	M	L	L	H	M	H	0	70%	30%	0	0
51	M	H	L	H	M	H	H	H	H	0	30%	60%	10%	0
52	H	M	L	L	L	L	L	L	L	60%	40%	0	0	0
53	M	VH	H	VH	H	H	L	H	H	0	0	30%	50%	20%
54	L	H	M	H	H	L	H	VH	H	0	0	0	80%	20%
55	L	VH	H	L	L	H	L	VH	VH	0	0	70%	20%	10%
56	L	H	M	H	L	L	L	M	H	0	40%	60%	0	0
57	M	H	M	M	M	M	H	H	L	0	75%	25%	0	0
58	M	M	M	M	L	M	H	M	M	30%	70%	0	0	0
59	M	H	L	M	H	L	M	H	L	0	80%	20%	0	0
60	M	M	M	H	M	M	H	L	L	70%	20%	10%	0	0
61	M	L	M	L	H	H	M	M	H	20%	80%	0	0	0
62	L	M	H	M	M	H	L	L	L	30%	70%	0	0	0
63	H	H	M	M	H	L	M	M	H	0	40%	60%	0	0
64	M	H	M	L	H	H	H	VH	VH	0	0	70%	30%	0
65	L	H	H	VH	H	L	M	H	M	0	50%	30%	20%	0
66	M	H	H	M	L	H	M	M	VH	0	30%	70%	0	0
67	H	M	H	H	H	L	L	M	H	20%	80%	0	0	0
68	L	M	H	M	H	H	H	VH	L	0	50%	50%	0	0
69	L	M	L	L	L	H	H	M	H	0	0	60%	40%	0
70	L	M	L	L	M	L	L	L	M	40%	60%	0	0	0
71	H	M	M	L	L	H	M	L	L	10%	80%	10%	0	0
71	H	L	L	L	M	H	H	L	H	0	90%	10%	0	0
72	L	H	H	M	H	H	H	VH	VH	0	0	10%	30%	60%
72	L	H	M	M	H	L	M	H	M	0	0	40%	60%	0
73	M	M	H	H	L	L	M	M	H	0	60%	40%	0	0
74	H	L	L	H	L	L	L	L	L	80%	20%	0	0	0
75	H	L	L	L	L	L	L	M	L	80%	20%	0	0	0
76	H	M	L	L	H	H	H	H	H	10%	70%	20%	0	0
77	M	H	H	H	L	L	M	H	H	0	40%	60%	0	0
78	H	H	M	M	L	H	L	L	H	0	80%	20%	0	0
79	L	L	H	H	M	H	H	L	H	0	70%	30%	0	0
80	L	H	H	VH	L	H	L	VH	VH	0	0	0	80%	20%
81	H	M	H	L	H	H	M	M	M	10%	10%	80%	0	0
82	H	L	L	H	H	M	H	L	L	40%	40%	20%	0	0
83	H	L	M	L	L	H	L	L	L	60%	40%	0	0	0
84	H	H	H	H	L	L	H	M	L	0	40%	60%	0	0
85	L	M	M	H	L	H	L	L	L	20%	60%	20%	0	0
86	M	L	M	H	M	M	L	L	H	10%	70%	20%	0	0
87	L	H	H	M	H	H	H	VH	VH	0	0	80%	20%	0
88	H	M	H	L	L	H	L	L	L	0	80%	20%	0	0
89	L	M	L	L	H	H	M	L	L	10%	70%	20%	0	0
90	M	M	H	M	L	L	M	L	L	40%	60%	0	0
91	L	L	M	L	L	H	L	H	H	0	20%	80%	0	0
92	H	L	L	L	H	L	L	L	H	20%	80%	0	0	0
92	H	H	L	L	H	H	H	VH	VH	0	0	80%	20%	0
93	L	VH	H	VH	H	L	L	H	H	0	0	60%	40%	0
94	H	L	M	M	H	L	H	M	M	0	50%	50%	0	0
95	L	M	H	VH	L	H	L	H	VH	0	40%	60%	0	0
96	M	M	M	M	M	H	M	M	L	0	70%	30%	0	0
97	H	M	M	L	H	L	L	M	M	10%	50%	40%	0	0
98	L	L	H	L	H	M	M	H	H	0	40%	60%	0	0
99	H	H	L	M	H	L	H	M	L	0	50%	50%	0	0
100	H	M	L	L	H	M	L	L	L	40%	60%	0	0	0
101	L	M	H	H	M	L	H	H	H	0	20%	80%	0	0
102	H	L	L	L	L	L	L	H	L	70%	30%	0	0	0
103	H	L	L	L	H	L	L	L	L	90%	10%	0	0	0
104	H	H	L	L	H	L	L	L	L	60%	30%	10%	0	0
105	M	H	L	L	L	H	L	L	L	50%	50%	0	0	0
106	L	M	L	H	H	M	H	L	M	30%	70%	0	0	0
107	M	M	M	H	H	L	L	H	M	0	60%	40%	0	0
108	M	M	H	H	H	H	L	H	H	0	30%	70%	0	0
109	H	L	H	H	VH	H	H	VH	VH	0	0	50%	50%	0
110	L	VH	H	VH	VH	H	H	H	H	0	0	90%	10%	0
111	H	M	H	L	H	H	H	M	H	0	10%	90%	0	0
112	L	H	H	M	M	L	L	VH	L	0	10%	80%	10%	0
113	H	L	L	M	H	M	H	H	H	0	20%	80%	0	0
114	L	H	H	L	H	M	M	H	L	10%	20%	70%	0	0
115	H	H	L	L	M	H	M	H	L	30%	70%	0	0	0
116	L	H	H	L	L	H	M	H	VH	0	60%	40%	0	0
117	M	H	M	M	VH	H	H	H	L	0	70%	30%	0	0
118	L	H	H	VH	H	L	M	H	VH	0	0	80%	20%	0
119	H	L	L	M	H	L	L	VH	L	0	80%	20%	0	0
120	L	H	H	M	M	H	L	L	L	20%	40%	40%	0	0
121	H	H	M	L	L	H	H	L	H	0	80%	20%	0	0
122	L	H	H	M	H	L	H	VH	M	0	40%	60%	0	0
123	H	M	L	L	H	L	L	L	L	20%	80%	0	0	0
124	M	M	M	H	H	M	L	L	L	10%	60%	30%	0	0
125	L	H	H	L	H	L	H	VH	H	0	0	90%	10%	0
126	H	L	H	M	H	L	L	VH	H	0	10%	80%	10%	0
127	M	M	M	M	M	M	M	L	L	10%	80%	10%	0	0
128	H	M	L	L	H	L	M	L	L	10%	90%	0	0	0
129	M	M	H	L	L	M	H	M	H	0	50%	50%	0	0
130	H	L	L	L	L	H	L	L	L	70%	30%	0	0	0
131	M	M	M	L	L	H	L	L	L	30%	40%	30%	0	0
132	H	M	M	L	H	L	H	L	L	10%	60%	30$	0	0
133	H	M	M	L	L	H	L	L	L	20%	80%	0	0	0
134	H	L	L	H	L	L	H	L	L	30%	70%	0	0	0
135	L	M	H	H	M	L	H	H	H	0	60%	40%	0	0
136	L	H	H	VH	VH	H	L	L	VH	0	20%	80%	0	0
137	H	L	L	H	M	H	H	VH	M	0	0	60%	40%	0
138	L	H	M	H	VH	H	M	M	H	0	20%	70%	10%	0
139	L	H	H	VH	M	H	M	L	VH	0	10%	90%	0	0
140	H	L	M	H	M	H	L	H	M	0	50%	50%	0	0
141	L	H	H	H	H	M	H	M	H	0	30%	70%	0	0
142	M	H	H	VH	H	L	H	H	VH	0	20%	80%	0	0
143	L	H	H	M	H	H	L	H	H	0	20%	50%	30%	0

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