Table 2.
Initial Fit | unadj | G-comp | WR | WR* | Hajek-BC | Hajek-BC* | |
---|---|---|---|---|---|---|---|
10/40 | Bias | −59.29 | −9.69 | −5.68 | −3.11 | −15.54 | −12.29 |
SE | 8.43 | 3.36 | 2.66 | 2.75 | 5.80 | 6.63 | |
MSE | 35.87 | 1.05 | 0.39 | 0.17 | 2.75 | 1.95 | |
20/40 | Bias | −59.91 | −4.72 | −2.77 | −2.12 | −7.56 | −5.47 |
SE | 8.36 | 2.73 | 2.27 | 1.92 | 4.10 | 4.54 | |
MSE | 36.59 | 0.30 | 0.13 | 0.08 | 0.74 | 0.51 | |
Initial Fit | IPW | IPW* | Hajek-IPW | Hajek-IPW* | DR-IPW | DR-IPW* | |
SE | 36.55 | 91.38 | 4.85 | 8.21 | 2.63 | 3.02 | |
MSE | 104.40 | 249.69 | 6.92 | 2.53 | 0.44 | 0.19 | |
20/40 | Bias | 97.11 | 125.85 | −25.60 | −13.70 | −2.92 | −1.95 |
SE | 35.98 | 90.85 | 4.77 | 8.56 | 2.26 | 2.17 | |
MSE | 107.23 | 240.75 | 6.78 | 2.61 | 0.14 | 0.09 | |
Initial Fit | TMLE | TMLE* | CTMLE1 | CTMLE0 | CTMLE0* | orcale | |
10/40 | Bias | −5.49 | −1.23 | −1.40 | 0.70 | −0.64 | 0.36 |
SE | 2.57 | 3.46 | 3.56 | 3.38 | 4.40 | 1.83 | |
MSE | 0.37 | 0.13 | 0.15 | 0.12 | 0.20 | 0.03 | |
20/40 | Bias | −2.68 | −1.28 | −1.38 | 0.08 | −0.95 | 0.04 |
SE | 2.19 | 2.53 | 2.53 | 2.85 | 3.07 | 1.35 | |
MSE | 0.12 | 0.08 | 0.08 | 0.08 | 0.10 | 0.02 |
Note: The results are computed based on simulations across 500 replications, each with a sample size of 1000 based on the NSAID study. All of the numeric values are on a scale of 10−2.