Table 4 The ROC analysis and Cohen’s Kappa score of Jamu data. A value inside the bracket in the minimum distance and mean Kappa columns represents the ranking of an equation if we order based on respective columns. Standard deviations from both metrics are relatively similar and small, those are 2-4×10^-4 for mean AUCs and 0-6×10^-4 for mean of Kappa scores

1

Eq. 48

S

Y

0.616

0.587 (3)

0.088 (13)

2

Eq. 74

S

Y

0.613

0.599 (29)

0.024 (28)

3

Eq. 49

S

Y

0.613

0.588 (4)

0.076 (15)

4

Eq. 54

S

Y

0.611

0.590 (5)

0.074 (19)

5

Eq. 44

S

Y

0.611

0.599 (19)

0.073 (21)

6

Eq. 66

S

Y

0.611

0.599 (26)

0.023 (31)

7

Eq. 68

S

Y

0.610

0.583 (1)

0.024 (29)

8

Eq. 79

S

Y

0.610

0.583 (2)

0.090 (11)

9

Eq. 78

S

0.609

0.599 (28)

0.092 (8)

10

Eq. 46

S

0.609

0.599 (20)

0.065 (23)

11

Eq. 01

S

0.609

0.599 (10)

0.052 (24)

12

Eq. 04

S

0.609

0.599 (11)

0.089 (12)

13

Eq. 06

S

0.609

0.599 (12)

0.036 (27)

14

Eq. 27

D

0.609

0.599 (14)

0.109 (7)

15

Eq. 02

S

0.609

0.599 (8)

0.074 (20)

16

Eq. 36

S

0.608

0.600 (31)

0.040 (25)

17

Eq. 29

D

0.608

0.599 (15)

0.076 (16)

18

Eq. 31

S

0.608

0.599 (16)

0.076 (17)

19

Eq. 57

S

Y

0.608

0.599 (22)

0.076 (18)

20

Eq. 71

S

Y

0.608

0.599 (9)

0.152 (6)

21

Eq. 39

S

0.607

0.599 (17)

0.078 (14)

22

Eq. 62

D

Y

0.606

0.599 (24)

0.185 (1)

23

Eq. 63

S

Y

0.606

0.599 (25)

0.167 (5)

24

Eq. 55

S

Y

0.606

0.599 (21)

0.180 (3)

25

Eq. 61

S

Y

0.606

0.599 (23)

0.183 (2)

26

Eq. 40

S

Y

0.605

0.599 (18)

0.180 (4)

27

Eq. 34

S

0.605

0.600 (30)

0.024 (30)

28

Eq. 45

S

0.605

0.599 (7)

0.091 (10)

29

Eq. 52

S

Y

0.604

0.597 (6)

0.092 (9)

30

Eq. 77

S

Y

0.604

0.599 (27)

0.067 (22)

31

Eq. 51

S

Y

0.604

0.602 (32)

0.039 (26)

32

Eq. 12

S

0.604

0.599 (13)

0.022 (32)

33

Eq. 10

S

Y

0.556

0.656 (33)

0.014 (34)

34

Eq. 35

S

Y

0.546

0.671 (34)

0.018 (33)

35

Eq. 59

S

Y

0.545

0.671 (35)

0.013 (35)

36

Eq. 24

D

Y

0.529

0.860 (44)

0.000 (43)

37

Eq. 15

D

0.529

0.680 (39)

0.004 (42)

38

Eq. 08

S

Y

0.529

0.680 (37)

0.010 (39)

39

Eq. 09

S

Y

0.529

0.680 (38)

0.010 (36)

40

Eq. 16

D

0.529

0.680 (40)

0.010 (38)

41

Eq. 07

S

Y

0.529

0.680 (36)

0.010 (37)

42

Eq. 25

D

Y

0.526

0.680 (41)

0.004 (41)

43

Eq. 26

D

Y

0.517

0.895 (45)

0.000 (44)

44

Eq. 47

S

0.515

0.684 (42)

0.005 (40)

45

Eq. 50

S

Y

0.466

0.754 (43)

-0.008 (45)