Estimation of the effect size in meta-analysis with few studies.

Meta-analysis is often conducted with only a small number of studies. Adjustments of the (restricted) maximum likelihood estimator of the effect size are derived and their gains in efficiency are explored. The proposed estimators are applied to three sets of studies. (c) 2009 John Wiley & Sons, Ltd.