Journal of Healthcare Engineering / 2019 / Article / Tab 6

Research Article

Automated Diagnosis of Hepatitis B Using Multilayer Mamdani Fuzzy Inference System

Table 6

Accuracy of the proposed ADHB-ML-MFIS expert system.

PatientHBsAgAnti-HBsAgAnti-HBcAgAnti-HBcAg (IgM)HBeAgAnti-HBeAgHBV-DNAHuman expert decisionProposed DHB-ML-MFIS expert system decisionProbability of correctnessProbability of errors

1N (0.2)N(7)N(1.9)NoneNone1.00
2N (0.4)N(5)BL(0.98)
3N (0.5)P(20)N(1.5)Due to vaccinationDue to vaccination1.00
4N (0.7)P(20)BL(0.97)
5N (0.4)P(20)P(0.2)Due to infectionDue to infection0.750.25
6BL (0.91)P(20)P(0.55)
7BL(0.91)P(20)P(0.37)
8BL(0.95)P(20)P(0.31)Chronic HBV
9P (1.7)N(3)P(0.44)P(1.67)Acute HBVAcute HBV0.950.05
10P(1.9)N(5)BL(0.98)P(1.17)Acute HBV
11BL(0.95)N(7)P(0.75)P(1.31)Acute HBV
12BL(0.95)N(5)BL(0.99)P(1.57)Acute HBV
13P(1.7)N(6)P(0.73)P(1.43)P(1.11)Acute HBV
14P(1.48)N(7)P(0.48)P(1.63)P(0.56)P(17)Acute HBV
15P(1.45)N(6)P(0.25)P(1.28)P(0.87)P(20)Acute HBV
16P(1.65)N(2)P(0.45)P(1.63)N(1.23)P(20)Acute HBV
17P(1.4)N(6)P(0.7)P(1.68)P(0.9)N(0.87)Acute HBV
18P(1.31)N(3)P(0.55)BL(0.99)P(0.77)P(0.45)Acute HBV
19P(1.42)N(6)P(0.37)BL(0.901)P(0.8)N(1.19)Chronic HBV
20P(1.3)N(4)P(0.5)BL(1.03)P(0.85)N(1.17)P(20)Acute HBV
21P(1.57)N(3)P(0.35)BL(0.97)P(0.97)P(0.27)P(20)Acute HBV
22BL(0.91)N(5)P(0.47)P(1.43)P(0.80)P(0.31)P(20)Acute HBV
23P(1.9)N(4)P(0.75)P(1.29)P(0.99)P(0.65)P(20)Acute HBV
24BL(0.93)N(8)P(0.21)P(1.65)P(0.89)N(1.05)P(20)Acute HBV
25P(1.8)N(6)BL(1.01)P(1.43)P(0.93)N(1.17)P(20)Acute HBV
26P(1.31)N(5)N(1.7)P(1.3)P(0.87)N(1.0)P(20)Acute HBV
27P(1.7)N(8)P(0.72)P(1.29)P(0.97)N(0.87)N(7)Acute HBV
28P(1.4)N(3)N(1.38)P(1.57)P(0.73)P(0.35)N(5)Acute HBV
29P(1.21)N(6)P(0.51)P(1.81)N(.35)P(0.49)N(7)Acute HBV
30P(1.42)N(5)P(0.37)N(0.41)Chronic HBVChronic HBV0.910.09
31P(1.71)N(7)BL(0.93)N(0.49)Chronic HBV
32P(1.48)N(2)BL(1.08)N(0.68)P(20)Chronic HBV
33P(1.2)N(4)P(0.2)N(0.2)P(20)Chronic HBV
34P(1.7)N(3)P(0.25)N(0.47)P(1.2)Chronic HBV
35P(1.3)N(8)P(0.65)N(0.19)P(0.92)Chronic HBV
36P(1.5)N(7)P(0.72)N(0.23)P(0.37)P(20)Chronic HBV
37P(1.21)N(3)P(0.23)N(0.51)P(0.89)P(20)Chronic HBV
38P(1.35)N(5)BL(1.02)N(0.45)P(0.99)P(20)Chronic HBV
39P(1.5)N(9)P(0.72)N(0.39)P(1.0)N(1.28)Chronic HBV
40P(1.9)N(4)P(0.15)N(0.23)N(0.92)P(20)Chronic HBV
41P(1.4)N(6)BL(0.93)N(0.76)P(0.48)P(20)Chronic HBV
42BL(0.91)N(7)P(0.63)N(0.45)P(0.93)P(20)Chronic HBV
43BL(0.902)N(3)P(0.27)N(0.23)P(0.92)P(20)Chronic HBV
44BL(0.902)N(5)BL(1.02)N(0.39)P(0.82)P(20)Acute HBV
45P(1.2)N(6)BL(0.93)N(0.18)P(0.95)N(1.4)P(20)Chronic HBV
46P(1.4)N(6)P(0.3)N(0.47)P(0.89)N(1.15)P(20)Chronic HBV
47P(1.7)N(8)BL(0.93)N(0.71)N(0.45)P(0.45)N(5)Chronic HBV
48P(1.3)N(3)P(0.85)N(0.65)N(0.32)P(0.38)N(4)Chronic HBV
49P(1.7)N(7)BL(0.93)N(0.42)N(0.47)P(0.52)P(20)Chronic HBV
50BL(0.93)N(7)P(0.86)N(0.28)N(0.31)P(0.35)P(20)No hepatitis
51BL(.91)N(4)BL(0.96)N(0.67)N(0.37)P(0.37)P(20)Chronic HBV
52P(1.3)N(5)P(0.25)N(0.47)N(0.46)P(61)P(20)Chronic HBV

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