Table A2.
Model performance metrics for the BRNN classifier. All values are the mean over 5-fold stratified cross-validation, reported with standard deviation in brackets.
| BRNN | |||||||
|---|---|---|---|---|---|---|---|
| Class | Drug | Accuracy | Loss | TPR | TNR | FPR | FNR |
| PI | FPV | 0.898 [0.012] | 0.298 [0.050] | 0.900 [0.024] | 0.898 [0.014] | 0.102 [0.014] | 0.100 [0.024] |
| PI | ATV | 0.925 [0.026] | 0.259 [0.102] | 0.930 [0.027] | 0.921 [0.045] | 0.079 [0.045] | 0.070 [0.027] |
| PI | IDV | 0.935 [0.011] | 0.225 [0.050] | 0.926 [0.025] | 0.940 [0.029] | 0.060 [0.029] | 0.074 [0.025] |
| PI | LPV | 0.936 [0.023] | 0.219 [0.059] | 0.919 [0.042] | 0.949 [0.020] | 0.051 [0.020] | 0.081 [0.042] |
| PI | NFV | 0.941 [0.014] | 0.208 [0.050] | 0.938 [0.017] | 0.945 [0.024] | 0.055 [0.024] | 0.062 [0.017] |
| PI | SQV | 0.918 [0.023] | 0.292 [0.091] | 0.913 [0.022] | 0.922 [0.029] | 0.078 [0.029] | 0.087 [0.022] |
| PI | TPV | 0.845 [0.021] | 0.469 [0.130] | 0.745 [0.065] | 0.865 [0.021] | 0.135 [0.021] | 0.255 [0.065] |
| PI | DRV | 0.896 [0.044] | 0.349 [0.176] | 0.851 [0.098] | 0.910 [0.070] | 0.090 [0.070] | 0.149 [0.098] |
| PI AVERAGE | 0.912 [0.032] | 0.290 [0.087] | 0.890 [0.065] | 0.919 [0.028] | 0.081 [0.028] | 0.110 [0.065] | |
| NNRTI | EFV | 0.946 [0.018] | 0.188 [0.055] | 0.925 [0.023] | 0.961 [0.022] | 0.039 [0.022] | 0.075 [0.023] |
| NNRTI | NVP | 0.917 [0.063] | 0.261 [0.122] | 0.881 [0.102] | 0.952 [0.027] | 0.048 [0.027] | 0.119 [0.102] |
| NNRTI | ETR | 0.946 [0.018] | 0.188 [0.055] | 0.925 [0.023] | 0.961 [0.022] | 0.039 [0.022] | 0.075 [0.023] |
| NNRTI | RPV | 0.729 [0.033] | 0.701 [0.192] | 0.583 [0.189] | 0.783 [0.102] | 0.217 [0.102] | 0.417 [0.189] |
| NNRTI AVERAGE | 0.884 [0.104] | 0.334 [0.247] | 0.829 [0.165] | 0.914 [0.088] | 0.086 [0.088] | 0.171 [0.165] | |
| NRTI | 3TC | 0.931 [0.013] | 0.247 [0.044] | 0.938 [0.027] | 0.923 [0.023] | 0.077 [0.023] | 0.062 [0.027] |
| NRTI | ABC | 0.842 [0.029] | 0.505 [0.139] | 0.819 [0.025] | 0.862 [0.039] | 0.138 [0.039] | 0.181 [0.025] |
| NRTI | AZT | 0.890 [0.011] | 0.407 [0.087] | 0.891 [0.037] | 0.887 [0.032] | 0.113 [0.032] | 0.109 [0.037] |
| NRTI | D4T | 0.892 [0.017] | 0.333 [0.041] | 0.705 [0.060] | 0.919 [0.018] | 0.081 [0.018] | 0.295 [0.060] |
| NRTI | DDI | 0.909 [0.025] | 0.278 [0.064] | 0.478 [0.137] | 0.935 [0.020] | 0.065 [0.020] | 0.522 [0.137] |
| NRTI | TDF | 0.911 [0.023] | 0.374 [0.085] | 0.673 [0.178] | 0.934 [0.036] | 0.066 [0.036] | 0.327 [0.178] |
| NRTI AVERAGE | 0.896 [0.030] | 0.357 [0.094] | 0.751 [0.168] | 0.910 [0.029] | 0.090 [0.029] | 0.249 [0.168] | |