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. 2019 Aug 16;34(9):823–835. doi: 10.1007/s10654-019-00551-0

Table 4.

Simulation results as in Table 1 but with the correlation between X1 and X2 increased to 0.9

Model Imputation Interaction
Average Δα^ 3.001 3.001
Average Δβ^1 1.003 1.003
Average Δβ^2 0.493 0.493
Average Δβ^3 − 0.000 − 0.000
Average standard error of Δα^ 0.182 0.182
Average standard error of Δβ^1 0.232 0.232
Average standard error of Δβ^2 0.232 0.232
Average standard error of Δβ^3 0.122 0.122
95% CI coverage Δα^ 0.945 0.949
95% CI coverage Δβ^1 0.939 0.947
95% CI coverage Δβ^2 0.952 0.954
95% CI coverage Δβ^3 0.944 0.948

Result in the first column were obtained from the imputation/prediction model outlined in steps 1–4 using bootstrap for statistical inference, whereas results in the second column were obtained from a standard regression model with interactions