TABLE 3.
Comparison of proposed methods with misspecified models (Simulation Study 2): Time between study visits ()
| Scenario | %No disease | % Treated disease | % Untreated disease | Method | Bias | Relative Bias | Empirical SE | Estimated SE | Coverage | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||||
| 1 | 50 | 15 | 35 | IPW Proposed | T | 0.020 | 0.010 | 0.390 | 0.375 | 94.1 | |
| F | −0.091 | −0.043 | 0.356 | 0.348 | 93.5 | ||||||
| DR Proposed | T | T | 0.015 | 0.007 | 0.318 | 0.323 | 94.6 | ||||
| T | F | 0.020 | 0.009 | 0.322 | 0.325 | 95.0 | |||||
| F | T | 0.013 | 0.006 | 0.318 | 0.323 | 94.8 | |||||
| F | F | −0.081 | −0.038 | 0.314 | 0.318 | 94.5 | |||||
| 2 | 25 | 25 | IPW Proposed | T | −0.010 | −0.005 | 0.522 | 0.489 | 93.0 | ||
| F | −0.203 | −0.098 | 0.370 | 0.378 | 91.2 | ||||||
| DR Proposed | T | T | 0.024 | 0.011 | 0.324 | 0.324 | 93.4 | ||||
| T | F | 0.038 | 0.018 | 0.345 | 0.338 | 93.5 | |||||
| F | T | 0.019 | 0.009 | 0.322 | 0.322 | 94.2 | |||||
| F | F | −0.137 | −0.066 | 0.315 | 0.315 | 91.9 | |||||
| 3 | 70 | 15 | 15 | IPW Proposed | T | −0.025 | −0.020 | 0.522 | 0.486 | 92.4 | |
| F | −0.128 | −0.102 | 0.370 | 0.370 | 93.1 | ||||||
| DR Proposed | T | T | 0.002 | 0.001 | 0.298 | 0.298 | 95.0 | ||||
| T | F | 0.003 | 0.003 | 0.306 | 0.306 | 94.7 | |||||
| F | T | 0.010 | 0.008 | 0.296 | 0.297 | 95.0 | |||||
| F | F | −0.080 | −0.064 | 0.288 | 0.290 | 93.9 | |||||
| 4 | 25 | 5 | IPW Proposed | T | −1.534 | −1.180 | 0.984 | 0.900 | 54.9 | ||
| F | −0.512 | −0.394 | 0.717 | 0.664 | 81.6 | ||||||
| DR Proposed | T | T | −0.001 | −0.000 | 0.306 | 0.304 | 94.2 | ||||
| T | F | −0.236 | −0.182 | 0.320 | 0.322 | 88.2 | |||||
| F | T | −0.004 | −0.003 | 0.299 | 0.301 | 94.1 | |||||
| F | F | −0.175 | −0.134 | 0.285 | 0.288 | 91.4 | |||||
Abbreviations: SE, standard error.
Note: The true population parameter was calculated based on fitting the model of interest in the population dataset.
= The model was specified correctly. = The model was misspecified by excluding the auxiliary variable .