Table 2.

Average performance metrics by drug class; standard deviation in brackets.

MLP
Class	Accuracy	Loss	TPR	TNR	FPR	FNR	AUC	F1
PI	0.826 [0.039]	0.406 [0.058]	0.813 [0.041]	0.834 [0.061]	0.166 [0.061]	0.187 [0.041]	0.9 [0.009]	0.732 [0.135]
NNRTI	0.706 [0.095]	0.586 [0.143]	0.662 [0.140]	0.718 [0.105]	0.282 [0.105]	0.338 [0.140]	0.805 [0.006]	0.596 [0.158]
NRTI	0.795 [0.061]	0.470 [0.150]	0.725 [0.112]	0.807 [0.081]	0.193 [0.081]	0.275 [0.112]	0.895 [0.024]	0.593 [0.236]
BRNN
Class	Accuracy	Loss	TPR	TNR	FPR	FNR	AUC	F1
PI	0.912 [0.032]	0.290 [0.087]	0.890 [0.065]	0.919 [0.028]	0.081 [0.028]	0.110 [0.065]	0.965 [0.014]	0.860 [0.106]
NNRTI	0.884 [0.104]	0.334 [0.247]	0.829 [0.165]	0.914 [0.088]	0.086 [0.088]	0.171 [0.165]	0.83 [0.021]	0.836 [0.180]
NRTI	0.896 [0.030]	0.357 [0.094]	0.751 [0.168]	0.910 [0.029]	0.090 [0.029]	0.249 [0.168]	0.89 [0.02]	0.698 [0.220]
CNN
Class	Accuracy	Loss	TPR	TNR	FPR	FNR	AUC	F1
PI	0.919 [0.019]	0.745 [0.204]	0.865 [0.081]	0.939 [0.013]	0.061 [0.013]	0.135 [0.081]	0.968 [0.007]	0.871 [0.088]
NNRTI	0.911 [0.048]	0.614 [0.219]	0.845 [0.099]	0.945 [0.029]	0.055 [0.029]	0.155 [0.099]	0.945 [0.012]	0.861 [0.097]
NRTI	0.920 [0.035]	0.805 [0.277]	0.743 [0.182]	0.940 [0.040]	0.060 [0.040]	0.257 [0.182]	0.927 [0.016]	0.757 [0.163]

Abbreviations: FPV = fosamprenavir; ATV = atazanavir; IDV = indinavir; LPV = lopinavir; NFV = nelfinavir; SQV = saquinavir; TPV = tipranavir; DRV = darunavir; 3TC = lamivudine; ABC = abacavir; AZT = azidothymidine; D4T = stavudine; DDI = didanosine; TDF = tenofovir disoproxil fumarate; EFV = efavirenz; NVP = nevirapine; ETR = etravirine; RPV = rilpivirine; PI = protease inhibitor; NRTI = nucleotide reverse transcriptase inhibitor; NNRTI = non-nucleotide reverse transcriptase inhibitor.