Table 5.
Statistical Model | ||||||||
---|---|---|---|---|---|---|---|---|
Population distribution | Direction of confounding | n2/n1 | Poisson | QP | NB | ZINB | Linear | HC |
Poisson | Inflated | 1/9 | 95.1 | 95.0 | 95.4 | 94.7 | 31.0 | 55.2 |
1/2 | 95.4 | 95.3 | 95.5 | 95.6 | 75.8 | 81.0 | ||
1 | 95.2 | 95.1 | 95.3 | 96.0 | 95.6 | 94.9 | ||
2 | 95.0 | 95.0 | 95.1 | 96.1 | 72.5 | 61.8 | ||
9 | 95.5 | 95.4 | 95.5 | 96.5 | 43.5 | 19.5 | ||
Deflated | 1/9 | 95.1 | 94.9 | 95.2 | 95.8 | 50.1 | 60.7 | |
1/2 | 95.2 | 95.2 | 95.4 | 96.6 | 75.1 | 79.0 | ||
1 | 95.3 | 95.2 | 95.5 | 96.5 | 93.6 | 94.8 | ||
2 | 95.3 | 95.2 | 95.4 | 96.9 | 88.9 | 89.0 | ||
9 | 95.2 | 95.1 | 95.3 | 96.8 | 72.9 | 66.0 | ||
NB | Inflated | 1/9 | 75.0 | 89.4 | 94.8 | 93.6 | 54.8 | 85.2 |
1/2 | 77.9 | 93.9 | 94.7 | 94.4 | 87.3 | 90.6 | ||
1 | 79.1 | 95.7 | 94.7 | 95.0 | 96.8 | 94.3 | ||
2 | 80.9 | 97.3 | 95.0 | 95.7 | 92.9 | 81.3 | ||
9 | 83.0 | 98.6 | 95.2 | 95.9 | 90.7 | 53.2 | ||
Deflated | 1/9 | 77.2 | 92.5 | 95.0 | 94.4 | 68.6 | 78.3 | |
1/2 | 77.5 | 93.3 | 94.6 | 95.2 | 83.2 | 87.9 | ||
1 | 76.5 | 93.6 | 94.7 | 95.3 | 92.2 | 94.2 | ||
2 | 78.1 | 94.6 | 94.7 | 95.9 | 91.8 | 93.1 | ||
9 | 79.0 | 96.3 | 95.0 | 96.5 | 90.4 | 82.6 |
Abbreviations: HC, heteroskedasticity consistent; NB, negative binomial; QP, quasi‐Poisson; ZINB, zero‐inflated negative binomial.
95% confidence intervals for the mean ratio are given for Poisson, NB, and QP, for the mean difference for linear regression.
Distributions under the alternative hypothesis, m1/m2 = 2, with sample size n1 + n2 = 600, estimation from 10 000 simulations.
Confounders were age and gender and were associated with a mean inflation of 40%. For inflated mean, group 2 was older (mean age 45) and with more men (70%) than the first group (respectively, 35% and 30%), and for deflated mean, group 1 was older with more men.
Valid models (95% IC between 93% and 97%) are flagged in bold.