Table 1.
Simulation results without post-treatment confounders
| D’n | M | N | Z | NDE |
|
NDE RMSE | Cov. |
|
NME |
|
NME RMSE | Cov. |
|
NTE |
|
NTE RMSE | Cov. |
|
||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Poi | N | 100 | 1 | 1.641 | 1.656 | 0.019 | 98.3 | 0.979 | 0.647 | 0.662 | 0.018 | 94.3 | 0.690 | 1.915 | 1.947 | 0.035 | 98.8 | 0.999 | ||||||
| 0 | 1.268 | 1.286 | 0.020 | 98.0 | 0.978 | 0.273 | 0.291 | 0.019 | 94.1 | 0.485 | ||||||||||||||
| 500 | 1 | 1.644 | 1.643 | 0.005 | 98.9 | 1.000 | 0.652 | 0.656 | 0.006 | 94.8 | 1.000 | 1.916 | 1.919 | 0.006 | 98.7 | 1.000 | ||||||||
| 0 | 1.264 | 1.263 | 0.004 | 98.6 | 1.000 | 0.273 | 0.276 | 0.004 | 94.8 | 1.000 | ||||||||||||||
| B | 100 | 1 | 1.517 | 1.504 | 0.018 | 98.8 | 0.959 | 0.464 | 0.451 | 0.018 | 99.8 | 0.104 | 1.813 | 1.792 | 0.026 | 99.3 | 0.933 | |||||||
| 0 | 1.349 | 1.341 | 0.013 | 97.9 | 0.946 | 0.297 | 0.289 | 0.011 | 99.1 | 0.104 | ||||||||||||||
| 500 | 1 | 1.519 | 1.512 | 0.008 | 99.1 | 1.000 | 0.481 | 0.478 | 0.006 | 99.9 | 0.605 | 1.823 | 1.816 | 0.009 | 99.7 | 1.000 | ||||||||
| 0 | 1.342 | 1.339 | 0.006 | 99.0 | 1.000 | 0.304 | 0.304 | 0.004 | 99.6 | 0.605 | ||||||||||||||
|
| ||||||||||||||||||||||||
| NB | N | 100 | 1 | 1.513 | 1.551 | 0.043 | 95.0 | 0.725 | 0.699 | 0.724 | 0.028 | 95.6 | 0.508 | 1.935 | 2.002 | 0.070 | 96.0 | 0.900 | ||||||
| 0 | 1.236 | 1.278 | 0.045 | 94.5 | 0.725 | 0.422 | 0.451 | 0.030 | 94.6 | 0.508 | ||||||||||||||
| 500 | 1 | 1.511 | 1.533 | 0.024 | 96.2 | 1.000 | 0.695 | 0.701 | 0.008 | 93.6 | 0.992 | 1.932 | 1.958 | 0.028 | 96.6 | 1.000 | ||||||||
| 0 | 1.238 | 1.258 | 0.021 | 94.8 | 1.000 | 0.421 | 0.425 | 0.005 | 92.4 | 0.992 | ||||||||||||||
| B | 100 | 1 | 1.513 | 1.554 | 0.047 | 96.1 | 0.547 | 0.471 | 0.471 | 0.013 | 98.4 | 0.094 | 1.804 | 1.852 | 0.055 | 97.6 | 0.628 | |||||||
| 0 | 1.333 | 1.382 | 0.054 | 95.5 | 0.532 | 0.290 | 0.299 | 0.012 | 95.9 | 0.092 | ||||||||||||||
| 500 | 1 | 1.524 | 1.519 | 0.012 | 96.8 | 0.994 | 0.469 | 0.458 | 0.013 | 98.1 | 0.555 | 1.821 | 1.811 | 0.015 | 98.5 | 1.000 | ||||||||
| 0 | 1.353 | 1.354 | 0.009 | 96.0 | 0.996 | 0.297 | 0.292 | 0.006 | 95.7 | 0.555 | ||||||||||||||
|
| ||||||||||||||||||||||||
| ZIP | N | 100 | 1 | 1.608 | 1.667 | 0.063 | 99.9 | 0.544 | 0.675 | 0.675 | 0.014 | 96.2 | 0.295 | 1.920 | 1.953 | 0.039 | 99.9 | 0.896 | ||||||
| 0 | 1.244 | 1.278 | 0.038 | 99.1 | 0.581 | 0.312 | 0.285 | 0.028 | 99.3 | 0.036 | ||||||||||||||
| 500 | 1 | 1.600 | 1.591 | 0.015 | 99.9 | 0.996 | 0.662 | 0.636 | 0.027 | 95.3 | 0.890 | 1.908 | 1.865 | 0.045 | 99.6 | 1.000 | ||||||||
| 0 | 1.247 | 1.229 | 0.020 | 98.5 | 0.996 | 0.308 | 0.274 | 0.034 | 98.3 | 0.391 | ||||||||||||||
| B | 100 | 1 | 1.539 | 1.565 | 0.037 | 99.2 | 0.501 | 0.510 | 0.498 | 0.016 | 91.4 | 0.129 | 1.848 | 1.879 | 0.040 | 99.9 | 0.688 | |||||||
| 0 | 1.338 | 1.381 | 0.048 | 98.6 | 0.498 | 0.309 | 0.313 | 0.007 | 94.0 | 0.118 | ||||||||||||||
| 500 | 1 | 1.507 | 1.500 | 0.015 | 99.3 | 0.986 | 0.497 | 0.488 | 0.010 | 88.9 | 0.989 | 1.810 | 1.814 | 0.014 | 99.8 | 1.000 | ||||||||
| 0 | 1.313 | 1.326 | 0.017 | 98.6 | 0.993 | 0.303 | 0.314 | 0.012 | 94.3 | 0.989 | ||||||||||||||
|
| ||||||||||||||||||||||||
| ZINB | N | 100 | 1 | 1.614 | 1.706 | 0.099 | 99.9 | 0.548 | 0.525 | 0.532 | 0.017 | 93.1 | 0.291 | 1.886 | 1.958 | 0.083 | 99.8 | 0.786 | ||||||
| 0 | 1.361 | 1.425 | 0.072 | 99.2 | 0.605 | 0.272 | 0.252 | 0.022 | 96.8 | 0.099 | ||||||||||||||
| 500 | 1 | 1.626 | 1.626 | 0.032 | 99.7 | 0.984 | 0.538 | 0.522 | 0.020 | 93.3 | 0.963 | 1.888 | 1.880 | 0.038 | 99.6 | 0.993 | ||||||||
| 0 | 1.350 | 1.358 | 0.027 | 98.8 | 0.988 | 0.263 | 0.253 | 0.011 | 96.6 | 0.799 | ||||||||||||||
| B | 100 | 1 | 1.603 | 1.614 | 0.044 | 99.1 | 0.421 | 0.548 | 0.537 | 0.021 | 95.9 | 0.130 | 1.942 | 1.954 | 0.049 | 99.8 | 0.563 | |||||||
| 0 | 1.394 | 1.417 | 0.043 | 98.8 | 0.402 | 0.340 | 0.340 | 0.012 | 97.2 | 0.140 | ||||||||||||||
| 500 | 1 | 1.535 | 1.525 | 0.035 | 99.3 | 0.942 | 0.520 | 0.524 | 0.013 | 96.6 | 0.883 | 1.859 | 1.864 | 0.040 | 99.5 | 0.983 | ||||||||
| 0 | 1.339 | 1.340 | 0.029 | 98.9 | 0.930 | 0.324 | 0.339 | 0.017 | 96.6 | 0.878 | ||||||||||||||
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