Figure 1.

Classifier performance on training dataset using 10-fold cross-validation. Note that while AUC was high for multiple machine-learning based algorithms, the PPV was unacceptably low (less than 0.4) in all cases except for ANNs. ANN, artificial neural networks; PPV, positive predictive value.