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. 2018 Jul 30;25(10):1311–1321. doi: 10.1093/jamia/ocy097

Table 3.

Comparison of model results with the best results reported by similar studies

Article Network approach Model Chem. Bio. Other Acc Sens PPV AUROC
Liu et al.24 No SVM Yes Yes Yes 0.967 0.631 0.662 0.952
Huang et al.23 No SVM Yes Yes No NR NR NR 0.760
Cami et al.21 Yes LR Yes No Yes NR 0.608 NR 0.869
Huang et al.25 No SVM No Yes No 0.675 0.632 NR 0.771
Present study Yes GBT No Yes No 0.928 0.728 0.769 0.916
*

Chem. indicates whether chemical features of drugs are used for ADE prediction. *Bio. indicates whether biological features of drugs are used for ADE prediction. *Other indicates whether other features (eg, taxonomical, phenotypical, etc.) of drugs are used for ADE prediction.