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. Author manuscript; available in PMC: 2009 Jun 25.
Published in final edited form as: J Am Stat Assoc. 2009 Jun 1;104(486):512–523. doi: 10.1198/jasa.2009.0017

Table 6.

The estimation and coverage performance of each model on MSI sensitivity (true value = 0.90) based on simulation studies with 2,000 replicates

True models Random effects models using NLMIXED
Bayesian hierarchical models using WinBUGS
None εi μiA μiB εi, μiA εi, μiB μiA, μiB None εi μiA μiB εi, μiA εi, μiB μiA, μiB
None Mean 902 900 903 900 901 900 902 897 900 919 902 918 902 922
95% CI length* 83 89 98 89 96 89 97 79 84 105 83 101 81 101
95% CICP* 961 968 975 964 977 969 976 938 949 944 951 942 946 920

εi Mean 902 900 897 896 902 900 890 897 900 902 897 916 902 896
95% CI length* 85 86 123 92 96 87 129 80 81 126 86 103 79 130
95% CICP* 961 966 972 956 977 968 956 941 958 981 946 950 945 977

μiA Mean 893 891 900 891 898 891 899 888 892 911 894 911 895 915
95% CI length* 85 91 111 91 111 91 111 81 86 112 85 108 83 108
95% CICP* 864 879 949 873 942 876 950 829 879 959 890 951 875 948

εi, μiA Mean 893 892 890 887 899 892 882 889 893 894 888 909 895 887
95% CI length* 85 86 132 92 106 87 139 82 84 134 88 110 81 138
95% CICP* 860 885 944 852 952 886 898 831 873 977 855 957 866 963

NOTE: The numbers have been multiplied by 1,000 for presentation. The bolded cells represent the correctly chosen model.

*

95% CICp = 95% confience interval coverage probability 95% CICP, and 95% CI length are based on logit-normal assumption for the random effects models using NLMIXED and equal tail credible intervals for the Bayesian hierarchical models using WinBUGS.