TABLE 4.
Renal artery stenosis study example: Estimate, variance, 95% confidence interval (CI) and corresponding length of 95% CI for ROC(t), AUC and pAUC(t0, t1) estimators using the empirical method and IPW methods with the estimated sampling probabilities and .
Method | Est | Var×N | 95% CI | Length of 95% CI | |
---|---|---|---|---|---|
ROC (0.1) | Empirical | 0.296 | 4.632 | (0.092, 0.500) | 0.409 |
IPW with | 0.367 | 3.336 | (0.194, 0.541) | 0.347 | |
IPW with | 0.388 | 2.081 | (0.251, 0.525) | 0.274 | |
ROC (0.2) | Empirical | 0.449 | 2.263 | (0.306, 0.592) | 0.286 |
IPW with | 0.480 | 2.189 | (0.339, 0.620) | 0.281 | |
IPW with | 0.500 | 1.805 | (0.372, 0.628) | 0.255 | |
AUC | Empirical | 0.665 | 0.619 | (0.590, 0.740) | 0.149 |
IPW with | 0.682 | 0.677 | (0.604, 0.760) | 0.156 | |
IPW with | 0.709 | 0.565 | (0.638, 0.781) | 0.143 | |
pAUC(0, 0.1) | Empirical | 0.014 | 0.012 | (0.003, 0.024) | 0.021 |
IPW with | 0.017 | 0.028 | (0.001, 0.033) | 0.032 | |
IPW with | 0.018 | 0.024 | (0.004, 0.033) | 0.029 | |
pAUC(0, 0.2) | Empirical | 0.053 | 0.063 | (0.029, 0.077) | 0.048 |
IPW with | 0.068 | 0.070 | (0.043, 0.093) | 0.050 | |
IPW with | 0.069 | 0.057 | (0.047, 0.092) | 0.045 |