Table 5. Relative mean bias percentage, RMSE, and coverage probability when N = 10000, m = 10, β 1 = 0.2, β 2 = 0.3, β 3 = 0.3, β b12 = 0.6, β b13 = 0.7, ρ b23 = 0.6, ρ w12 = ρ w13 = ρ w23 = 0.
Summary | Effects | Heterogeneity | Correlation | ||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
data | % Bias | RMSE b | Coverage | % Bias | RMSE b | % Bias | %( | ||||||||||||||||
Method | scenario | I 2, a | β 1 | β 2 | β 3 | ||||||||||||||||||
MV | COM | 50% | 0 | 0 | 0 | 0 | 0 | 0 | 96.6 | 96.1 | 96.7 | 11 | 8 | 13 | -3 | -3 | -3 | -14 | -17 | -12 | 16.7 | 16.9 | 16.8 |
UV | COM | 0 | 0 | 0 | 0 | 0 | 0 | 95.8 | 95.3 | 95.4 | 3 | 0 | 3 | 0 | 0 | 0 | — | — | — | — | — | — | |
MV | COM c | 0 | 0 | 0 | 0 | 0 | 0 | 96.7 | 96.1 | 96.6 | 11 | 8 | 11 | -3 | -3 | -3 | -14 | -17 | -12 | 16.7 | 16.8 | 16.7 | |
MV | MAR | 0 | 0 | 0 | 0 | 1 | 0 | 96.7 | 95.8 | 96.6 | 11 | 18 | 13 | -3 | 3 | 0 | -22 | -18 | -20 | 21.8 | 21.8 | 21.9 | |
UV | MAR | 0 | 0 | 0 | 0 | 0 | 0 | 95.8 | 96.6 | 95.4 | 3 | 3 | 3 | 0 | 0 | 0 | — | — | — | — | — | — | |
MV | MIF | 0 | 9 | 0 | 0 | -3 | 0 | 96.5 | 86.1 | 96.4 | 11 | -32 | 11 | -3 | -7 | 0 | -29 | -17 | -28 | 26.1 | 25.8 | 26.2 | |
UV | MIF | 0 | 10 | 0 | 0 | 0 | 0 | 95.8 | 87.2 | 95.4 | 3 | -47 | 3 | 0 | 0 | 0 | — | — | — | — | — | — | |
MV | COM | 75% | 0 | 0 | 0 | 0 | 0 | 0 | 95.2 | 94.7 | 95.6 | 0 | 1 | 2 | -1 | 0 | -1 | -4 | -2 | -3 | 2.9 | 3.5 | 2.9 |
UV | COM | 0 | 0 | 0 | 0 | 0 | 0 | 95.0 | 94.7 | 95.1 | -2 | -1 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | |
MV | COM c | 0 | 0 | 0 | 0 | 0 | 0 | 95.3 | 94.7 | 95.5 | 0 | 0 | 2 | -1 | 0 | -1 | -4 | -2 | -3 | 2.7 | 3.3 | 2.9 | |
MV | MAR | 0 | 0 | 0 | 0 | 0 | 0 | 95.3 | 93.3 | 95.6 | 0 | 6 | 2 | -1 | 5 | -1 | -9 | -2 | -8 | 5.1 | 4.9 | 5.1 | |
UV | MAR | 0 | 0 | 0 | 0 | 0 | 0 | 95.0 | 94.5 | 95.1 | -2 | 1 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | |
MV | MIF | 0 | 13 | 0 | 0 | -7 | 0 | 95.3 | 78.3 | 95.7 | 0 | -39 | 2 | -1 | 1 | -1 | -18 | -2 | -19 | 7.5 | 6.4 | 6.8 | |
UV | MIF | 0 | 16 | 0 | 0 | 0 | 0 | 95.0 | 78.1 | 95.1 | -2 | -48 | 0 | 0 | 0 | 0 | — | — | — | — | — | — |
Abbreviation: RMSE, root mean square error; MV, multivariate meta-analysis; UV, Univariate meta-analysis; COM, complete data scenario; MAR, end point 2 missing at random for 30% studies; MAR, end point 2 missing informatively for 30% studies.
aThe between-study variances for both end-points are: = 0.0036 for I 2 = 50%, = 0.0108 for I 2 = 75%.
bRMSE of estimates by MV method are expressed as % smaller (-) or larger (+) of corresponding estimates by UV method.
c ignored.