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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