Table 2.
Confidence interval width, coverage probability, estimated standard error (SE), and empirical SE for mixed effects analysis, with 40% missingness in sample variances, β1 = 1.5, τ2 = 2, and . NM is no missingness, MI is multiple imputation using gamma meta-regression, ME is mean imputation, SGR is single imputation using gamma meta-regression, SLM is single imputation using linear regression based on the log-variance, and CC is complete case analysis.
β1 = 1.5 | Width | Coverage | Estimated SE | Empirical SE |
---|---|---|---|---|
NM | 0.952 | 0.928 | 0.243 | 0.250 |
MI | 1.104 | 0.946 | 0.282 | 0.279 |
ME | 1.024 | 0.887 | 0.261 | 0.320 |
SGR | 1.002 | 0.921 | 0.256 | 0.269 |
SLM | 0.978 | 0.909 | 0.250 | 0.277 |
CC | 1.165 | 0.920 | 0.297 | 0.307 |