Table 3 Performance metrics of the optimized models.

From: Unveiling potent xanthine oxidase inhibitors in two Balanophora spp. using machine learning-based virtual screening and molecular docking approach

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tenfold-cross-validation (%)

Test set accuracy (%)

Test set F1-Score (%)

Test set AUC (%)

Test set Precision (%)

Test set Recall (%)

MACCS-167 bits

80.0

82.2

80.0

85.9

78.8

81.3

ECFP4-1024 bits

84.1

87.7

87.0

90.2

90.9

83.3

ECFP4-2048 bits

83.7

84.9

84.1

89.3

87.9

80.6

ECFP6-1024 bits

84.9

89.0

88.2

91.2

90.9

85.7

ECFP6-2048 bits

84.9

86.3

85.7

89.5

90.9

81.1