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Table 3 Performance of the four best models obtained for each reference trajectory on the active/inactive dataset from docking data obtained using the representative structures

From: One class classification for the detection of β2 adrenergic receptor agonists using single-ligand dynamic interaction data

Reference trajectory

Model

Average

Ensemble

Precision

Recall

Size

Precision

Recall

Size

Epinephrine

Polar–MAD

0.40

1.00

25/27

0.37

1.00

27/27

Hyd–QMS2

0.40

0.94

24/27

0.38

1.00

26/27

Polar–QMS2

0.40

1.00

25/27

0.37

1.00

27/27

Hyd–MAD

0.40

1.00

25/27

   

HBI

Newhyd–QMS2

1.00

0.23

2/27

1.00

0.80

8/27

Newhyd–MAD

1.00

0.23

2/27

1.00

0.70

7/27

Hyd–NN

0.45

1.00

22/27

0.40

1.00

25/27

Newhyd–NN

0.40

1.00

25/27

0.38

1.00

26/27

BI167107-A

Hyd–NN

0.56

0.72

13/27

0.56

1.00

18/27

Newhyd–NN

0.44

1.00

23/27

0.42

1.00

24/27

Newhyd–MAD

1.00

0.08

1/27

1.00

0.30

3/27

Newhyd–QMS2

1.00

0.05

1/27

1.00

0.20

2/27

BI167107-I

Polar–NN

0.80

0.60

8/27

0.75

0.60

8/27

Newhyd–NN

0.58

0.70

12/27

0.62

0.80

13/27

Hyd–NN

0.58

0.70

12/27

0.62

0.80

13/27

Newhyd–MAD

0.79

0.55

7/27

0.78

0.70

9/27

  1. Size refers to the fraction of molecules classified as agonists. Average refers to the mean of the values obtained for the representative structures considered individually. Ensemble refers to the value obtained by merging data from all representative structures