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用于相关性单变量随机效应荟萃分析的改进Fisher z估计量

Improved Fisher z estimators for univariate random-effects meta-analysis of correlations.

作者信息

Hafdahl Adam R

机构信息

Department of Mathematics, Washington University in St. Louis, Missouri, USA.

出版信息

Br J Math Stat Psychol. 2009 May;62(Pt 2):233-61. doi: 10.1348/000711008X281633. Epub 2008 Feb 6.

DOI:10.1348/000711008X281633
PMID:18257972
Abstract

Several authors have studied or used the following estimation strategy for meta-analysing correlations: obtain a point estimate or confidence interval for the mean Fisher z correlation, and transform this estimate to the Pearson r metric. Using the relationship between Fisher z and Pearson r random variables, I demonstrate the potential discrepancy induced by directly z-to-r transforming a mean correlation parameter. Point and interval estimators based on an alternative integral z-to-r transformation are proposed. Analytic expressions for the expectation and variance of certain meta-analytic point estimators are also provided, as are selected moments of correlation parameters; numerical examples are included. In an application of these analytic results, the proposed point estimator outperformed its usual direct z-to-r counterpart and compared favourably with an estimator based on Pearson r correlations. Practical implications, extensions of the proposed estimators, and uses for the analytic results are discussed.

摘要

几位作者已经研究或使用了以下用于对相关性进行元分析的估计策略

获取平均费希尔z相关性的点估计或置信区间,并将此估计转换为皮尔逊r度量。利用费希尔z和皮尔逊r随机变量之间的关系,我证明了直接对平均相关性参数进行z到r转换所导致的潜在差异。提出了基于替代积分z到r转换的点估计和区间估计。还提供了某些元分析点估计量的期望和方差的解析表达式,以及相关性参数的选定矩;包括数值示例。在这些分析结果的应用中,所提出的点估计量优于其通常的直接z到r对应物,并且与基于皮尔逊r相关性的估计量相比具有优势。讨论了实际意义、所提出估计量的扩展以及分析结果的用途。

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