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Table 3 Performance comparison between all the consensus approaches implemented, i.e. MaxScore, metamodel, MeanRank and MinRank for the three validation sets

From: MAIP: a web service for predicting blood‐stage malaria inhibitors

consensus performance metrics MMV test set PubChem St. Jude Screening Set
MaxScore ROC AUC score 0.70 0.77 0.79
Metamodel 0.67 0.69 0.82
MeanScore 0.71 0.78 0.80
MinRank 0.64 0.77 0.73
MaxScore EF[1 %] 2.9 7.0 13.3
Metamodel 3.3 7.3 10.9
MeanScore 2.8 12.8 16.8
MinRank 2.5 7.0 11.0
MaxScore EF[10 %] 2.4 3.0 4.6
Metamodel 2.1 2.4 4.9
MeanScore 2.3 3.0 4.3
MinRank 1.7 3.0 3.6
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