How should meta‐regression analyses be undertaken and interpreted?
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Abstract
Appropriate methods for meta-regression applied to a set of clinical trials, and the limitations and pitfalls in interpretation, are insufficiently recognized. Here we summarize recent research focusing on these issues, and consider three published examples of meta-regression in the light of this work. One principal methodological issue is that meta-regression should be weighted to take account of both within-trial variances of treatment effects and the residual between-trial heterogeneity (that is, heterogeneity not explained by the covariates in the regression). This corresponds to random effects meta-regression. The associations derived from meta-regressions are observational, and have a weaker…
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Topics
Keywords
- Meta-regression
- Covariate
- Regression
- Observational study
- Regression analysis
- Regression diagnostic
- Econometrics
- Statistics
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