Table A4.
AUC and F1 metrics for all classifiers. All values are the mean over 5-fold stratified cross-validation, reported with standard deviation in brackets.
| Model | MLP | BRNN | CNN | |||
|---|---|---|---|---|---|---|
| AUC | F1 | AUC | F1 | AUC | F1 | |
| ATV | 0.899 [0.019] | 0.765 [0.062] | 0.980 [0.013] | 0.865 [0.018] | 0.981 [0.012] | 0.866 [0.019] |
| DRV | 0.872 [0.032] | 0.815 [0.021] | 0.960 [0.011] | 0.915 [0.027] | 0.987 [0.013] | 0.910 [0.033] |
| FPV | 0.934 [0.016] | 0.830 [0.019] | 0.945 [0.011] | 0.925 [0.016] | 0.937 [0.009] | 0.922 [0.015] |
| IDV | 0.928 [0.009] | 0.831 [0.048] | 0.988 [0.006] | 0.928 [0.024] | 0.979 [0.007] | 0.925 [0.008] |
| LPV | 0.926 [0.021] | 0.829 [0.019] | 0.975 [0.006] | 0.944 [0.014] | 0.973 [0.006] | 0.948 [0.010] |
| NFV | 0.906 [0.012] | 0.809 [0.043] | 0.979 [0.004] | 0.894 [0.027] | 0.976 [0.009] | 0.891 [0.025] |
| SQV | 0.897 [0.008] | 0.523 [0.064] | 0.976 [0.011] | 0.630 [0.065] | 0.981 [0.005] | 0.673 [0.091] |
| TPV | 0.842 [0.029] | 0.669 [0.067] | 0.916 [0.049] | 0.782 [0.077] | 0.93 [0.028] | 0.831 [0.060] |
| PI AVERAGE | 0.9 [0.009] | 0.732 [0.135] | 0.965 [0.014] | 0.860 [0.106] | 0.968 [0.007] | 0.871 [0.088] |
| EFV | 0.843 [0.033] | 0.676 [0.043] | 0.953 [0.017] | 0.934 [0.021] | 0.980 [0.007] | 0.940 [0.013] |
| ETR | 0.764 [0.032] | 0.768 [0.034] | 0.669 [0.049] | 0.910 [0.067] | 0.926 [0.023] | 0.950 [0.016] |
| NVP | 0.853 [0.022] | 0.415 [0.209] | 0.957 [0.062] | 0.934 [0.021] | 0.976 [0.008] | 0.783 [0.044] |
| RPV | 0.760 [0.037] | 0.524 [0.139] | 0.740 [0.062] | 0.567 [0.102] | 0.896 [0.032] | 0.770 [0.126] |
| NNRTI AVERAGE | 0.805 [0.006] | 0.596 [0.157] | 0.830 [0.021] | 0.836 [0.180] | 0.945 [0.012] | 0.861 [0.097] |
| ABC | 0.887 [0.025] | 0.861 [0.031] | 0.904 [0.026] | 0.941 [0.103] | 0.935 [0.007] | 0.953 [0.010] |
| AZT | 0.901 [0.025] | 0.783 [0.017] | 0.934 [0.012] | 0.828 [0.028] | 0.944 [0.012] | 0.849 [0.009] |
| DDI | 0.861 [0.081] | 0.681 [0.100] | 0.682 [0.053] | 0.871 [0.009] | 0.842 [0.047] | 0.881 [0.027] |
| DFT | 0.935 [0.025] | 0.579 [0.050] | 0.928 [0.057] | 0.625 [0.083] | 0.926 [0.013] | 0.709 [0.051] |
| TDF | 0.853 [0.044] | 0.224 [0.107] | 0.939 [0.027] | 0.362 [0.116] | 0.940 [0.034] | 0.559 [0.095] |
| TTC | 0.933 [0.017] | 0.430 [0.096] | 0.952 [0.010] | 0.564 [0.100] | 0.977 [0.013] | 0.589 [0.119] |
| NRTI AVERAGE | 0.895 [0.024] | 0.593 [0.236] | 0.89 [0.020] | 0.698 [0.220] | 0.927 [0.016] | 0.757 [0.163] |