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Table 3 Comparison of performance between models expressed as z-scores per experiment

From: Multi-channel PINN: investigating scalable and transferable neural networks for drug discovery

Model

MCC

ROC

Average

SEM

MC\(_{2}\)

1.22

1.22

1.22

0.001

SC\(_{4}\)

0.91

0.95

0.93

0.020

MC\(_{9}\)

0.77

0.73

0.75

0.017

MC\(_{3}\)

0.72

0.75

0.74

0.018

SC\(_{3}\)

0.69

0.65

0.67

0.020

MC\(_{7}\)

0.64

0.58

0.61

0.027

SC\(_{6}\)

0.64

0.58

0.61

0.030

MC\(_{6}\)

0.36

0.32

0.34

0.027

SC\(_{5}\)

0.30

0.20

0.25

0.050

MC\(_{8}\)

− 0.18

− 0.04

− 0.11

0.069

MC\(_{5}\)

− 0.34

− 0.26

− 0.30

0.038

MC\(_{4}\)

− 0.42

− 0.27

− 0.34

0.074

MC\(_{1}\)

− 1.50

− 1.55

− 1.53

0.027

SC\(_{1}\)

− 1.58

− 1.63

− 1.60

0.027

SC\(_{2}\)

− 2.24

− 2.25

− 2.24

0.004