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Table 3 Results from the five-fold cross-validation and external validation of the 13MD-CM

From: Prediction of the effects of small molecules on the gut microbiome using machine learning method integrating with optimal molecular features

 

SE (%)

SP (%)

ACC (%)

MCC

AUC

F1-scorce

Five-fold cross-validation

67.4 ± 1.8

90.8 ± 0.8

82.9 ± 0.7

0.608 ± 0.017

0.791 ± 0.009

0.725 ± 0.014

External validation

60.7 ± 6.7

91.7 ± 3.3

82.2 ± 2.6

0.554 ± 0.058

0.759 ± 0.03

0.669 ± 0.05