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. 2024 Sep 27;16(10):1257. doi: 10.3390/pharmaceutics16101257

Table 2.

Five-Fold cross-validation performance of the three methods based on different descriptors.

Method Descriptor(s) AUC Accuracy Sensitivity Specificity
RF RDKit 0.87 ± 0.02 0.81 ± 0.02 0.55 ± 0.04 0.93 ± 0.02
RF RDKit + RLM 0.89 ± 0.01 0.83 ± 0.01 0.62 ± 0.04 0.93 ± 0.01
XGBoost RDKit 0.87 ± 0.02 0.81 ± 0.02 0.65 ± 0.02 0.89 ± 0.02
XGBoost RDKit + RLM 0.89 ± 0.02 0.83 ± 0.01 0.70 ± 0.03 0.89 ± 0.02
GCNN Graph 0.84 ± 0.02 0.80 ± 0.02 0.57 ± 0.07 0.91 ± 0.03
GCNN Graph + RDKit 0.86 ± 0.02 0.80 ± 0.02 0.62 ± 0.07 0.89 ± 0.03
GCNN Graph + RDKit + RLM 0.87 ± 0.03 0.82 ± 0.02 0.67 ± 0.05 0.89 ± 0.02