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Table 2 Maximal F1 scores achieved for the classification categories and the different preprocessing methods

From: Development of a classification scheme for disease-related enzyme information

Category

Preprocessing mode

F1 score

MCC

AUC

therapeutic application

a

0.802 ± 0.032

0.583 ± 0.076

0.878 ± 0.040

ongoing research

a

0.733 ± 0.024

0.395 ± 0.058

0.752 ± 0.037

diagnostic usage

a

0.738 ± 0.032

0.430 ± 0.074

0.784 ± 0.032

causal interaction

a

0.743 ± 0.009

0.429 ± 0.023

0.788 ± 0.020

therapeutic application

b

0.792 ± 0.016

0.548 ± 0.041

0.878 ± 0.038

ongoing research

b

0.744 ± 0.020

0.427 ± 0.051

0.752 ± 0.037

diagnostic usage

b

0.732 ± 0.022

0.412 ± 0.075

0.783 ± 0.033

causal interaction

b

0.742 ± 0.010

0.428 ± 0.024

0.786 ± 0.020