Table 2.
Simulation 2. Contamination of datasets. Average estimates (standard deviation, standard error; β95% CI coverage) for generalized estimating equations (GEE), Poisson mixed effect (PME), negative binomial mixed effect (NBME), and marginalized zero-altered Poisson (MZAP) models. 500 replications.
| y* | Model | βexp = 0.29 | σ2 = 0.10 |
|---|---|---|---|
|
| |||
| y+0 | GEE | 0.13 (0.15, 0.19; 0.92) | |
| PME | 0.14 (0.15, 0.19; 0.93) | 0.18 (0.08, 0.07) | |
| NBME | 0.13 (0.15, 0.18; 0.93) | 0.03 (0.05, 0.09) | |
| MZAP | 0.15 (0.13, 0.16; 0.98) | 0.07 (0.04, 0.05) | |
|
| |||
| y+20 | GEE | 0.22 (0.14, 0.21; 0.99) | |
| PME | 0.21 (0.15, 0.21; 0.99) | 0.23 (0.08, 0.09) | |
| NBME | 0.24 (0.15, 0.21; 0.99) | 0.07 (0.07, 0.08) | |
| MZAP | 0.24 (0.12, 0.18; 0.98) | 0.13 (0.05, 0.06) | |
|
| |||
| y+40 | GEE | 0.31 (0.14, 0.25; 1.00) | |
| PME | 0.25 (0.15, 0.22; 1.00) | 0.29 (0.08, 0.12) | |
| NBME | 0.29 (0.15, 0.23; 1.00) | 0.14 (0.07, 0.09) | |
| MZAP | 0.29 (0.12, 0.21; 0.98) | 0.20 (0.06, 0.08) | |
|
| |||
| y+60 | GEE | 0.40 (0.13, 0.29; 1.00) | |
| PME | 0.27 (0.15, 0.24; 1.00) | 0.34 (0.08, 0.15) | |
| NBME | 0.32 (0.15, 0.25; 1.00) | 0.20 (0.07, 0.11) | |
| MZAP | 0.30 (0.13, 0.23; 0.98) | 0.26 (0.06, 0.09) | |
|
| |||
| y+80 | GEE | 0.48 (0.13, 0.34; 1.00) | |
| PME | 0.29 (0.15, 0.25; 1.00) | 0.39 (0.09, 0.18) | |
| NBME | 0.34 (0.15, 0.26; 1.00) | 0.24 (0.07, 0.13) | |
| MZAP | 0.29 (0.13, 0.24; 0.99) | 0.31 (0.07, 0.11) | |
|
| |||
| y+100 | GEE | 0.55 (0.13, 0.38; 1.00) | |
| PME | 0.30 (0.15, 0.26; 1.00) | 0.42 (0.09, 0.20) | |
| NBME | 0.35 (0.15, 0.27; 1.00) | 0.28 (0.07, 0.15) | |
| MZAP | 0.26 (0.15, 0.25; 0.99) | 0.35 (0.07, 0.11) | |