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July 6, 2018 15:15
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Some literature on multivariate meta-analysis and other methods to account for dependency in multiple estimates
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| Kalaian, H. A., & Raudenbush, S. W. (1996). A multivariate mixed linear model for meta-analysis. Psychological Methods, 1(3), 227-235. | |
| Berkey, C. S., Hoaglin, D. C., Antczak-Bouckoms, A., Mosteller, F., & Colditz, G. A. (1998). Meta-analysis of multiple outcomes by regression with random effects. Statistics in Medicine, 17(22), 2537-2550. | |
| van Houwelingen, H. C., Arends, L. R., & Stijnen, T. (2002). Advanced methods in meta-analysis: Multivariate approach and meta-regression. Statistics in Medicine, 21(4), 589-624. | |
| Nam, I.-S., Mengersen, K., & Garthwaite, P. (2003). Multivariate meta-analysis. Statistics in Medicine, 22(14), 2309-2333. | |
| Hedges, L. V., Tipton, E., & Johnson, M. C. (2010). Robust variance estimation in meta-regression with dependent effect size estimates. Research Synthesis Methods, 1(1), 39-65. | |
| Jackson, D., Riley, R., & White, I. R. (2011). Multivariate meta-analysis: Potential and promise. Statistics in Medicine, 30(20), 2481–2498. | |
| Cheung, M. W.-L. (2013). Multivariate meta-analysis as structural equation models. Structural Equation Modeling, 20(3), 429-454. | |
| Mavridis, D., & Salanti, G. (2013). A practical introduction to multivariate meta-analysis. Statistical Methods in Medical Research, 22(2), 133-158. | |
| Moeyaert, M., Ugille, M., Beretvas, S. N., Ferron, J., Bunuan, R., & Van den Noortgate, W. (2017). Methods for dealing with multiple outcomes in meta-analysis: A comparison between averaging effect sizes, robust variance estimation and multilevel meta-analysis. International Journal of Social Research Methodology, 20(6), 559-572. |
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Hi Wolfgang,
Do you have relevant examples or code to reproduce the methods proposed by the above papers? If yes, I would be grateful, if you would like to share it with me ([email protected]). Or you can tell me whether to find them.
Best,
Yefeng Yang
Research Associate
University of New South Wales - Australia
Biological, Earth & Environmental Science