Table 2.
Simulation results with a post-treatment confounder
| D’n | M | N | Z | NDE |
|
NDE RMSE | Cov. |
|
NME |
|
NME RMSE | Cov. |
|
NTE |
|
NTE RMSE | Cov. |
|
||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Poi | N | 100 | 1 | 0.706 | 0.702 | 0.011 | 97.0 | 0.605 | 0.260 | 0.262 | 0.006 | 98.7 | 0.354 | 0.828 | 0.844 | 0.018 | 97.8 | 0.792 | ||||||
| 0 | 0.568 | 0.582 | 0.016 | 97.2 | 0.571 | 0.122 | 0.142 | 0.020 | 95.3 | 0.199 | ||||||||||||||
| 500 | 1 | 0.709 | 0.704 | 0.006 | 95.1 | 1.000 | 0.264 | 0.258 | 0.007 | 98.7 | 0.950 | 0.833 | 0.834 | 0.004 | 96.7 | 1.000 | ||||||||
| 0 | 0.569 | 0.576 | 0.008 | 95.5 | 1.000 | 0.124 | 0.130 | 0.006 | 93.9 | 0.950 | ||||||||||||||
| B | 100 | 1 | 0.721 | 0.710 | 0.016 | 96.8 | 0.430 | 0.307 | 0.279 | 0.029 | 93.8 | 0.412 | 0.907 | 0.900 | 0.013 | 97.3 | 0.664 | |||||||
| 0 | 0.600 | 0.622 | 0.025 | 96.7 | 0.376 | 0.186 | 0.190 | 0.005 | 90.9 | 0.456 | ||||||||||||||
| 500 | 1 | 0.721 | 0.714 | 0.009 | 97.8 | 0.991 | 0.313 | 0.300 | 0.013 | 95.2 | 1.000 | 0.910 | 0.909 | 0.005 | 98.1 | 1.000 | ||||||||
| 0 | 0.598 | 0.609 | 0.013 | 96.9 | 0.982 | 0.189 | 0.195 | 0.007 | 92.8 | 1.000 | ||||||||||||||
|
| ||||||||||||||||||||||||
| NB | N | 100 | 1 | 0.696 | 0.709 | 0.018 | 97.1 | 0.363 | 0.252 | 0.267 | 0.017 | 96.3 | 0.246 | 0.817 | 0.854 | 0.039 | 97.6 | 0.548 | ||||||
| 0 | 0.565 | 0.587 | 0.024 | 96.2 | 0.336 | 0.120 | 0.145 | 0.025 | 93.6 | 0.113 | ||||||||||||||
| 500 | 1 | 0.698 | 0.699 | 0.005 | 98.0 | 0.982 | 0.253 | 0.251 | 0.004 | 95.6 | 0.934 | 0.820 | 0.829 | 0.010 | 98.3 | 0.998 | ||||||||
| 0 | 0.566 | 0.578 | 0.013 | 98.1 | 0.983 | 0.122 | 0.130 | 0.008 | 91.7 | 0.920 | ||||||||||||||
| B | 100 | 1 | 0.756 | 0.752 | 0.016 | 95.0 | 0.319 | 0.262 | 0.234 | 0.029 | 91.4 | 0.185 | 0.908 | 0.906 | 0.015 | 97.2 | 0.471 | |||||||
| 0 | 0.647 | 0.672 | 0.029 | 96.2 | 0.283 | 0.152 | 0.154 | 0.004 | 89.8 | 0.222 | ||||||||||||||
| 500 | 1 | 0.751 | 0.743 | 0.011 | 99.0 | 0.949 | 0.252 | 0.239 | 0.013 | 87.7 | 0.938 | 0.899 | 0.892 | 0.009 | 99.1 | 0.997 | ||||||||
| 0 | 0.647 | 0.653 | 0.008 | 98.4 | 0.933 | 0.147 | 0.150 | 0.003 | 84.6 | 0.929 | ||||||||||||||
|
| ||||||||||||||||||||||||
| ZIP | N | 100 | 1 | 0.760 | 0.700 | 0.061 | 99.0 | 0.129 | 0.309 | 0.252 | 0.057 | 80.5 | 0.144 | 0.897 | 0.866 | 0.035 | 99.0 | 0.248 | ||||||
| 0 | 0.589 | 0.614 | 0.028 | 97.9 | 0.125 | 0.138 | 0.167 | 0.028 | 89.3 | 0.088 | ||||||||||||||
| 500 | 1 | 0.765 | 0.656 | 0.109 | 95.4 | 0.790 | 0.295 | 0.220 | 0.076 | 70.5 | 0.706 | 0.902 | 0.798 | 0.104 | 95.7 | 0.955 | ||||||||
| 0 | 0.607 | 0.579 | 0.029 | 95.7 | 0.846 | 0.138 | 0.142 | 0.005 | 81.2 | 0.704 | ||||||||||||||
| B | 100 | 1 | 0.889 | 0.826 | 0.065 | 99.6 | 0.210 | 0.317 | 0.295 | 0.023 | 87.0 | 0.092 | 1.084 | 1.030 | 0.056 | 99.6 | 0.414 | |||||||
| 0 | 0.767 | 0.736 | 0.034 | 99.3 | 0.192 | 0.195 | 0.204 | 0.010 | 93.3 | 0.201 | ||||||||||||||
| 500 | 1 | 0.915 | 0.809 | 0.106 | 97.8 | 0.902 | 0.331 | 0.291 | 0.040 | 85.2 | 0.985 | 1.106 | 1.011 | 0.096 | 98.2 | 0.988 | ||||||||
| 0 | 0.776 | 0.720 | 0.056 | 98.9 | 0.905 | 0.192 | 0.202 | 0.010 | 87.5 | 0.991 | ||||||||||||||
|
| ||||||||||||||||||||||||
| ZINB | N | 100 | 1 | 0.853 | 0.834 | 0.032 | 99.1 | 0.123 | 0.414 | 0.400 | 0.019 | 87.4 | 0.181 | 1.091 | 1.076 | 0.030 | 99.7 | 0.353 | ||||||
| 0 | 0.677 | 0.676 | 0.018 | 99.0 | 0.165 | 0.238 | 0.242 | 0.010 | 89.0 | 0.073 | ||||||||||||||
| 500 | 1 | 0.830 | 0.761 | 0.070 | 98.2 | 0.659 | 0.411 | 0.333 | 0.079 | 84.6 | 0.708 | 1.062 | 0.961 | 0.103 | 98.5 | 0.917 | ||||||||
| 0 | 0.651 | 0.628 | 0.026 | 97.2 | 0.787 | 0.232 | 0.200 | 0.033 | 84.5 | 0.432 | ||||||||||||||
| B | 100 | 1 | 0.829 | 0.817 | 0.074 | 99.1 | 0.133 | 0.365 | 0.217 | 0.198 | 91.3 | 0.051 | 1.067 | 1.079 | 0.075 | 99.2 | 0.253 | |||||||
| 0 | 0.702 | 0.861 | 0.257 | 99.0 | 0.106 | 0.238 | 0.262 | 0.025 | 94.4 | 0.093 | ||||||||||||||
| 500 | 1 | 0.809 | 0.741 | 0.071 | 98.2 | 0.570 | 0.372 | 0.337 | 0.036 | 87.8 | 0.874 | 1.066 | 0.993 | 0.077 | 98.3 | 0.869 | ||||||||
| 0 | 0.695 | 0.656 | 0.042 | 97.7 | 0.600 | 0.258 | 0.252 | 0.007 | 92.6 | 0.924 | ||||||||||||||
D’n: distribution; M: mediator; N: sample size; NDE: natural direct effect; NME: natural mediation effect; NTE: natural total effect; RMSE: root mean squared error; Cov: 95% CI coverage; rr: empirical rejection rate of the test; Poi: Poisson, NB: negative binomial; ZIP: zero-inflated Poisson; ZINB: zero-inflated negative binomial; N: normal; B: binary