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. Author manuscript; available in PMC: 2014 Jan 7.
Published in final edited form as: Stat Methods Med Res. 2012 Mar 15;25(1):101–117. doi: 10.1177/0962280212441965

Table 1.

Parameter estimates from 500 replications with sample size 400 assuming conditional independence on both measurements y and x.

Truth β0 β1 β2 γ0 γ1 py1 qy1 py2 qy2 px1 qx1 px2 qx2
−0.700 1.500 1.500 −0.850 1.500 0.800 0.850 0.850 0.750 0.900 0.750 0.700 0.950
Ideal analysis
EST −0.712 1.576 1.551 −0.860 1.526
BIAS −0.012 0.076 0.051 −0.010 0.026
SE 0.227 0.422 0.212 0.182 0.161
SD 0.239 0.439 0.222 0.175 0.159
CP 0.944 0.948 0.948 0.960 0.954
Naive analysis
EST −0.412 0.427 0.475 0.118 0.473
BIAS 0.288 −1.073 −1.025 0.968 −1.027
SE 0.177 0.253 0.065 0.114 0.057
SD 0.173 0.238 0.077 0.112 0.070
CP 0.616 0.014 0.000 0.000 0.000
Model assuming conditional independence (M1)
EST −0.737 1.639 1.781 −0.900 1.646 0.797 0.846 0.844 0.746 0.892 0.746 0.695 0.945
BIAS −0.037 0.139 0.281 −0.050 0.146 −0.003 −0.004 −0.006 −0.004 −0.008 −0.004 −0.005 −0.005
SE 0.435 0.886 0.491 0.305 0.305 0.034 0.030 0.030 0.035 0.029 0.033 0.043 0.019
SD 0.435 0.767 0.450 0.308 0.316 0.032 0.031 0.030 0.033 0.029 0.034 0.042 0.018
CP 0.948 0.968 0.938 0.938 0.928 0.964 0.936 0.958 0.956 0.946 0.964 0.958 0.944
Model assuming conditional dependence (M2)
EST −0.839 1.881 2.027 −0.952 1.891 0.783 0.838 0.834 0.735 0.875 0.734 0.675 0.936
BIAS −0.139 0.381 0.527 −0.102 0.391 −0.017 −0.012 −0.016 −0.015 −0.025 −0.016 −0.025 −0.014
SE 0.527 1.077 0.625 0.370 0.421 0.035 0.031 0.032 0.035 0.033 0.033 0.044 0.021
SD 0.480 0.825 0.474 0.357 0.326 0.033 0.031 0.031 0.034 0.030 0.033 0.042 0.019
CP 0.956 0.976 0.922 0.938 0.882 0.924 0.942 0.934 0.932 0.896 0.928 0.924 0.926

CP: coverage probability.