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Table 6 Quantitative evaluation of our classifiers of drugs associated with ADRs or not (DILI or SCAR)

From: Investigating ADR mechanisms with Explainable AI: a feasibility study with knowledge graph mining

Algorithm

Data set

Precision

Recall

Accuracy

AUC

F1-score

CART

DILI

0.68

0.67

0.74

0.73

0.67

SCAR

0.64

0.68

0.81

0.77

0.65

JRip

DILI

0.82

0.71

0.72

0.74

0.75

SCAR

0.88

0.70

0.71

0.74

0.77