Table 2.
Correct PS | Misspecified PS | SL PS | |||||||
---|---|---|---|---|---|---|---|---|---|
gamma model | %bias | Coverage | MSER | %bias | Coverage | MSER | %bias | Coverage | MSER |
naive regression | −9.52 | 0.67 | 5.81 | ||||||
covariates adjustmt: normal | 6.66 | 0.92 | 5.18 | 7.50 | 0.88 | 7.80 | 5.01 | 0.92 | 3.85 |
covariates adjustmt: lognormal | −21.98 | 0.22 | 1.35 | −22.67 | 0.12 | 2.04 | −22.19 | 0.72 | 1.26 |
covariates adjustmt: gamma | 0.30 | 0.94 | 2.07 | 4.13 | 0.94 | 3.12 | 0.30 | 0.96 | 1.53 |
stratification | 2.85 | 0.91 | 10.54 | 32.58 | 0.77 | 20.65 | 1.77 | 0.94 | 5.94 |
IPTW | 0.76 | 0.96 | 14.25 | 46.71 | 0.28 | 21.48 | 0.62 | 0.93 | 8.95 |
IPTW: normalized | −0.36 | 0.94 | 1.83 | 8.88 | 0.90 | 2.76 | 0.21 | 0.92 | 1.58 |
DR: normal | 0.61 | 0.94 | 1.46 | 0.75 | 0.93 | 1.31 | 0.30 | 0.94 | 1.07 |
DR: lognormal | −0.71 | 0.94 | 1.45 | 8.91 | 0.89 | 1.05 | 0.38 | 0.96 | 0.93 |
DR: gamma | 0.29 | 0.93 | 1.53 | 0.19 | 0.93 | 0.94 | 0.09 | 0.95 | 0.90 |
DR: SL in regression model | 0.48 | 0.92 | 1 (ref) | 3.10 | 0.94 | 1 (ref) | 0.02 | 0.90 | 1 (ref) |
mixed | |||||||||
naive regression | −48.82 | 0.29 | 6.70 | ||||||
covariates adjustmt: normal | 44.45 | 0.54 | 1.74 | 45.15 | 0.54 | 2.27 | 42.34 | 0.60 | 2.21 |
covariates adjustmt: lognormal | −16.81 | 0.85 | 2.54 | −26.51 | 0.85 | 5.09 | −19.18 | 0.83 | 4.21 |
covariates adjustmt: gamma | 23.84 | 0.79 | 1.46 | 15.84 | 0.79 | 1.84 | 21.56 | 0.84 | 1.71 |
stratification | 12.64 | 0.91 | 5.49 | 15.47 | 0.77 | 16.84 | 9.25 | 0.95 | 3.57 |
IPTW | 8.57 | 0.97 | 9.47 | 10.57 | 0.97 | 23.13 | 4.23 | 0.92 | 6.00 |
IPTW: normalized | −1.00 | 0.94 | 1.10 | −2.00 | 0.94 | 1.88 | −0.80 | 0.92 | 1.05 |
DR: normal | −1.81 | 0.96 | 1.74 | −8.07 | 0.96 | 1.03 | −1.21 | 0.95 | 1.06 |
DR: lognormal | −2.00 | 0.97 | 3.85 | −6.77 | 0.98 | 1.86 | −1.24 | 0.96 | 1.07 |
DR: gamma | −2.07 | 0.97 | 1.82 | −1.93 | 0.95 | 0.97 | −0.34 | 0.95 | 1.05 |
DR: SL in regression model | −0.18 | 0.98 | 1 (ref) | −5.72 | 0.97 | 1 (ref) | −0.02 | 0.97 | 1 (ref) |