analyses:berkey1998
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analyses:berkey1998 [2023/06/01 12:30] – Wolfgang Viechtbauer | analyses:berkey1998 [2023/06/22 11:42] (current) – Wolfgang Viechtbauer | ||
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A multivariate random-effects model can now be used to meta-analyze the two outcomes simultaneously. The model is given by $$\left[ \begin{array}{c} | A multivariate random-effects model can now be used to meta-analyze the two outcomes simultaneously. The model is given by $$\left[ \begin{array}{c} | ||
- | y_{AL,i}\\ | + | y_{PD,i}\\ |
- | y_{PD,i} | + | y_{AL,i} |
\end{array} \right] | \end{array} \right] | ||
= | = | ||
\left[ \begin{array}{c} | \left[ \begin{array}{c} | ||
- | \mu_{AL} \\ | + | \mu_{PD} \\ |
- | \mu_{PD} | + | \mu_{AL} |
\end{array} \right] | \end{array} \right] | ||
| | ||
\left[ \begin{array}{c} | \left[ \begin{array}{c} | ||
- | u_{AL,i} \\ | + | u_{PD,i} \\ |
- | u_{PD,i} | + | u_{AL,i} |
\end{array} \right] | \end{array} \right] | ||
| | ||
\left[ \begin{array}{c} | \left[ \begin{array}{c} | ||
- | | + | |
- | | + | |
- | \end{array} \right],$$ where $$\mbox{Var} | + | \end{array} \right],$$ where $$G = \mbox{Var} |
\left[ \begin{array}{c} | \left[ \begin{array}{c} | ||
- | u_{AL,i} \\ | + | u_{PD,i} \\ |
- | u_{PD,i} | + | u_{AL,i} |
\end{array} \right] | \end{array} \right] | ||
= | = | ||
\left[ \begin{array}{cc} | \left[ \begin{array}{cc} | ||
- | | + | |
- | \rho \tau_{AL} \tau_{PD} & \tau^2_{PD} | + | \rho \tau_{PD} \tau_{AL} & \tau^2_{AL} |
- | \end{array} \right]$$ and $$\mbox{Var} | + | \end{array} \right]$$ and $$V_i = \mbox{Var} |
\left[ \begin{array}{c} | \left[ \begin{array}{c} | ||
- | | + | |
- | | + | |
\end{array} \right] | \end{array} \right] | ||
= | = | ||
\left[ \begin{array}{cc} | \left[ \begin{array}{cc} | ||
- | | + | |
- | | + | |
- | \end{array} \right],$$ where the elements in this second variance-covariance matrix are given by the $2 \times 2$ blocks along the diagonal in the '' | + | \end{array} \right],$$ where the elements in this second variance-covariance matrix are given by the $2 \times 2$ blocks along the diagonal in the '' |
+ | V_1 & & \\ | ||
+ | & \ddots & \\ | ||
+ | & | ||
+ | \end{array} \right].$$ | ||
+ | |||
+ | We can fit this model with: | ||
<code rsplus> | <code rsplus> |
analyses/berkey1998.txt · Last modified: 2023/06/22 11:42 by Wolfgang Viechtbauer