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Table 4 Friedman’s aligned rank test and Bergmann-Hommel post hoc analysis results showing corrected p-values for multiple and pair-wise comparisons between SMN and the other three classifiers, respectively

From: Structure–activity relationship-based chemical classification of highly imbalanced Tox21 datasets

Comparisons F1 score AUPRC AUROC MCC BA Precision Recall Brier score SSG
All four classifiers 0.0005 0.1322 0.0462 0.0111 5.4e−06 9.0e−05 1.8e−06 0.0017 2.0e−06
SMN vs RF 0.0003 0.5253 0.0168 0.0088 0.0001 0.0278 0.0013 0.0009 0.0010
SMN vs RUS 0.0051 0.1008 0.0504 0.0062 1.0000 0.0948 0.2307 0.0022 0.0274
SMN vs SMO 0.0003 0.7818 0.3320 0.0088 0.0001 0.0278 0.013 0.0007 8.4e−04
  1. Insignificant statistics (p > 0.05) are highlighted in bold