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. Author manuscript; available in PMC: 2021 Jul 22.
Published in final edited form as: Biometrics. 2020 Jul 20;77(2):675–688. doi: 10.1111/biom.13328

TABLE 2.

Results for cluster 1 from Simulation 2

Model component (k = 1) Parameter True value Conditional ignorability Marginal ignorability
MSN regression β111 −2.90 −3.03 (−3.70, −2.60) −3.72 (−3.99, −3.45)
β121 −2.70 −2.82 (−2.96, −2.69) −2.87 (−2.92, −2.64)
β131 −2.92 −2.79 (−3.69, −2.43) −3.76 (−4.04, −3.48)
β141 −3.68 −3.87 (−4.01, −3.73) −3.83 (−3.96, −3.69)
β112 −2.78 −2.67 (−3.42, −2.24) −3.57 (−3.86, −3.29)
β122 −2.59 −2.81 (−2.94, −2.67) −2.87 (−2.91, −2.73)
β132 −2.71 −2.43 (−3.11, −2.15) −3.44 (−3.70, −3.17)
β142 −2.79 −2.98 (−3.11, −2.84) −2.97 (−3.10, −2.83)
Σ111   1.00 1.25 (0.84, 1.82) 1.54 (1.31, 1.85)
Σ112   0.50 0.59 (0.19, 1.15) 1.12 (0.91, 1.39)
Σ113   0.25 0.24 (0.11, 0.38) 0.93 (0.73, 1.19)
Σ114   0.12 0.17 (0.08, 0.21) 0.85 (0.65, 1.10)
Σ122   1.00 0.95 (0.49, 1.51) 1.12 (0.91, 1.39)
Σ123   0.50 0.52 (0.14, 1.04) 1.66 (1.40, 1.97)
Σ124   0.25 0.31 (0.12, 0.41) 1.15 (0.92, 1.41)
Σ133   1.00 1.12 (0.81, 1.19) 0.93 (0.73, 1.18)
Σ134   0.50 0.53 (0.24, 0.89) 0.85 (0.65, 1.10)
Σ144   1.00 1.08 (0.61, 1.75) 0.93 (0.73, 1.18)
α11 −1.00 −0.81 (−1.36, −0.05) −1.91 (−2.17, −1.74)
α12 −1.00 −1.18 (−1.63, −0.03) −1.22 (−0.75, −1.66)
α13 −1.00 −1.10 (−1.66, −0.14) −1.50 (−2.25, −0.64)
α14 −1.00 −1.29 (−1.62, −0.37) −1.43 (−1.88, −1.01)
Multinomial logita δ11 −0.54 −0.53 (−0.75, −0.31) −0.64 (−0.85, −0.43)
δ12 −0.01 −0.02 (−0.33, 0.38) −0.08 (−0.33, 0.28)
Missing data γ11 −1.10 −1.06 (−1.40, −0.75) /
γ12 −1.27 −1.13 (−1.42, −0.86) /
γ13 −1.07 −1.17 (−1.49, −0.87) /
σ12   1.00 1.01 (0.86, 1.15) /

Note. Posterior means (95% CrIs) are presented for conditional ignorability and marginal ignorability. 10 000 iterations were run with a burn-in of 1000.

a

Multinomial logit parameters comparing cluster 1 to cluster 3 (reference cluster).

Slashes (/) indicate that estimates are not applicable.