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. Author manuscript; available in PMC: 2023 May 30.
Published in final edited form as: Stat Med. 2022 Feb 22;41(12):2276–2290. doi: 10.1002/sim.9354

TABLE 3.

Population-level parameter estimates based on the Bayesian hierarchical model for the motivating data set

Parameter Posterior Median Posterior Mean MC SE 95% CI

Part I model parameters
β 0 −2.12 −2.10 0.42 (−2.89, −1.20)
σβ0 0.82 0.94 0.46 (0.43, 2.15)
β 10 2.86 2.86 0.21 (2.45, 3.26)
σβ10 0.20 0.26 0.27 (0.01, 0.92)
β 11 −2.05 −2.03 0.36 (−2.69, −1.26)
σβ11 0.62 0.71 0.41 (0.23, 1.74)
β 2 0.01 0.01 0.09 (−0.16, 0.19)
β 3 0.09 0.09 0.07 (−0.05, 0.23)
β 4 −0.30 −0.30 0.08 (−0.45, −0.12)
Part II model parameters
α 0 0.50 0.50 0.07 (0.37, 0.65)
σα0 0.12 0.14 0.07 (0.06, 0.32)
logQ0 2.99 2.99 0.10 (2.79, 3.19)
σlogQ0 0.19 0.22 0.11 (0.10, 0.50)
δ 3.20 3.20 0.03 (3.11, 3.24)
α 1 0.07 0.07 0.03 (0.02, 0.12)
α 2 −0.03 −0.03 0.02 (−0.08, 0.01)
α 3 −0.03 −0.03 0.02 (−0.06, 0.04)
γ 1 −0.17 −0.18 0.03 (−0.24, −0.12)
γ 2 0.06 0.05 0.02 (0.02, 0.08)
γ 3 −0.25 −0.25 0.02 (−0.29, −0.20)
σ 0.25 0.25 0.00 (0.25, 0.25)
Covariance matrix for (aki, dki, cki)
Σ[1,1] 1.25 1.32 0.26 (0.90, 1.91)
Σ[1,2] −0.04 −0.04 0.02 (−0.07, −0.01)
Σ[1,3] 0.20 0.21 0.01 (0.18, 0.24)
Σ[2,1] −0.04 −0.04 0.02 (−0.07, −0.01)
Σ[2,2] 0.33 0.33 0.01 (0.32, 0.35)
Σ[2,3] 0.07 0.07 0.00 (0.06, 0.08)
Σ[3,1] 0.20 0.21 0.01 (0.18, 0.24)
Σ[3,2] 0.07 0.07 0.00 (0.06, 0.08)
Σ[3,3] 0.15 0.15 0.01 (0.14, 0.16)

Note. MC SE: Monte Carlo standard error; CI: credible interval.