Outlier and influence diagnostics for meta-analysis

被引:1868
作者
Viechtbauer, Wolfgang [1 ]
Cheung, Mike W. -L. [2 ]
机构
[1] Maastricht Univ, Dept Methodol & Stat, NL-6200 MD Maastricht, Netherlands
[2] Natl Univ Singapore, Dept Psychol, Singapore 117548, Singapore
关键词
meta-analysis; outliers; influence diagnostics; mixed-effects model;
D O I
10.1002/jrsm.11
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The presence of outliers and influential cases may affect the validity and robustness of the conclusions from a meta-analysis. While researchers generally agree that it is necessary to examine outlier and influential case diagnostics when conducting a meta-analysis, limited studies have addressed how to obtain such diagnostic measures in the context of a meta-analysis. The present paper extends standard diagnostic procedures developed for linear regression analyses to the meta-analytic fixed-and random/mixed-effects models. Three examples are used to illustrate the usefulness of these procedures in various research settings. Issues related to these diagnostic procedures in meta-analysis are also discussed. Copyright (C) 2010 John Wiley & Sons, Ltd.
引用
收藏
页码:112 / 125
页数:14
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