Table 1.
Median [inter-95% range] treatment parameter estimation error, by correlation scenario | |||
---|---|---|---|
| |||
ρ ~50% | ρ ~25% | None | |
Endogenous switching survival model | |||
N=1000 | 0.12 [−0.42,0.77] | 0.14 [−0.35,0.62] | 0.13 [−0.47,0.65] |
N=5000 | −0.03 [−0.22,0.20] | −0.07 [−0.25,0.18] | −0.05 [−0.27,0.18] |
N=10,000 | 0.01 [−0.20,0.22] | −0.03 [−0.17,0.18] | −0.05 [−0.17,0.15] |
Two-stage residual inclusion | |||
N=1000 | 0.14 [−0.42,0.87] | 0.13 [−0.31,0.65] | 0.10 [−0.41,0.67] |
N=5000 | −0.05 [−0.37,0.20] | −0.03 [−0.32,0.16] | −0.03 [−0.31,0.16] |
N=10,000 | −0.06 [−0.26,0.19] | −0.05 [−0.22,0.16] | −0.04 [−0.20,0.15] |
Regression weighted by inverse probability (propensity score) | |||
N=1000 | 1.30 [0.95,1.59] | 0.69 [0.20,1.00] | −0.04 [−0.48,0.44] |
N=5000 | 1.25 [1.10,1.43] | 0.61 [0.43,0.81] | −0.01 [−0.21,0.18] |
N=10,000 | 1.23 [1.12,1.33] | 0.60 [0.46,0.75] | 0.00 [−0.13,0.14] |
Regression stratified by propensity score | |||
N=1000 | 1.26 [0.91,1.52] | 0.65 [0.18,1.01] | −0.01 [−0.47,0.53] |
N=5000 | 1.20 [1.07,1.32] | 0.57 [0.43,0.77] | −0.01 [−0.20,0.21] |
N=10,000 | 1.20 [1.08,1.27] | 0.59 [0.44,0.72] | −0.01 [−0.12,0.15] |
Weibull hazard with no endogeneity correction | |||
N=1000 | 1.07 [0.83,1.33] | 0.50 [0.23,0.76] | 0.02 [−0.25,0.34] |
N=5000 | 0.99 [0.87,1.08] | 0.42 [0.29,0.54] | −0.01 [−0.16,0.12] |
N=10,000 | 1.00 [0.90,1.07] | 0.44 [0.34,0.52] | 0.00 [−0.04,0.03] |