Table 2 Results of the ablation experiment.

Project	GAT-BiGRU	Module 1	Module 2	Module 3	Module 4	Response time (s)	Diagnostic accuracy rate (%)
1	√					1.58	87.06
2	√	√				1.60	87.62
3	√		√			1.55	88.00
4	√			√		1.63	87.11
5	√				√	1.54	88.43
6	√	√	√			1.28	90.13
7	√	√		√		1.25	89.77
8	√	√			√	1.26	89.72
9	√		√	√		1.22	90.00
10	√		√		√	1.27	89.34
11	√			√	√	1.26	90.12
12	√	√	√	√		1.00	92.34
13	√	√		√	√	0.99	93.00
14	√	√	√	√		1.01	92.89
15	√	√	√		√	1.02	93.11
16	√		√	√	√	0.99	93.14
17	√	√	√	√	√	0.85	96.42

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