Table 4.
Type I error rate (a) and power (b) for testing the null hypothesis Ho: δ = 0 based on 10000 simulations with characteristics similar to the WA EPT study. Binomial observations for 22 clusters in 5 times intervals are simulated from a linear model with μ = 0.09, a linearly decreasing time effect (−0.005 per time period), a random cluster effect (τ = 0.015) and random treatment effect (η = 0, 0.002, 0.008). Number of individuals per cluster per time period (n) is either constant (n = 305) or variable between clusters according to a lognormal distribution with mean log(171) and standard deviation 1.06 (giving a mean cluster size of 305).
(a) Type I error rate (nominal level = 0.05) | |||||||||
---|---|---|---|---|---|---|---|---|---|
Treatment standard deviation (η) | |||||||||
n | 0 | 0.002 | 0.008 | 0 | 0.002 | 0.008 | 0 | 0.002 | 0.008 |
constant | 0.05 | 0.05 | 0.05 | 0.06 | 0.06 | 0.06 | 0.07 | 0.07 | 0.08 |
variable | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.06 | 0.06 | 0.07 | 0.07 |
(b) Power (for the alternative Ha : δ = −0. 01) | |||||||||
Treatment standard deviation (η) | |||||||||
n | 0 | 0.002 | 0.008 | 0 | 0.002 | 0.008 | 0 | 0.002 | 0.008 |
constant | 0.29 | 0.29 | 0.26 | 0.31 | 0.31 | 0.28 | 0.33 | 0.32 | 0.30 |
variable | 0.18 | 0.17 | 0.08 | 0.20 | 0.18 | 0.09 | 0.22 | 0.20 | 0.12 |