TABLE 3.
Discovery Studio Bayesian model training and test set statistics for each probe substrate and consensus of metformin, NBD-MTMA, TEA, and cimetidine
Training/Test | ROC LOO | ROC (5-fold) | Sensitivity | Specificity | Concordance | |
---|---|---|---|---|---|---|
Metformin | Training | 0.840 | 0.802 | 0.875 | 0.854 | 0.858 |
Test | 0.848 | 0.643 | 0.833 | 0.800 | ||
MPP | Training | 0.815 | 0.779 | 0.919 | 0.658 | 0.683 |
Test | 0.619 | 0.667 | 0.514 | 0.525 | ||
NBD-MTMA | Training | 0.844 | 0.806 | 0.896 | 0.833 | 0.845 |
Test | 0.837 | 0.857 | 0.636 | 0.675 | ||
TEA | Training | 0.815 | 0.789 | 0.895 | 0.857 | 0.863 |
Test | 0.800 | 0.867 | 0.754 | 0.775 | ||
Cimetidine | Training | 0.827 | 0.784 | 0.969 | 0.758 | 0.800 |
Test | 0.806 | 0.813 | 0.766 | 0.775 | ||
ASP | Training | 0.806 | 0.768 | 0.959 | 0.741 | 0.791 |
Test | 0.838 | 0.842 | 0.803 | 0.813 | ||
Consensus | Training | 0.836 | 0.798 | 0.884 | 0.861 | 0.865 |
Test | 0.823 | 0.857 | 0.667 | 0.700 |
LOO, leave-one-out.