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e-journal

An overdispersion model in meta-analysis

Elena Kulinskaya - Nama Orang; Ingram Olkin - Nama Orang;

We propose a general approach based on the concept of overdispersion for specification of a random effects model (REM) in meta-analysis. This approach is similar to that used in generalized linear models, and includes the traditional REM as a particular case. A key feature of the model is the interpretation of the multiplicative factor as an intra-class correlation parameter. We provide several motivating examples, discuss statistical inference, and compare the new and standard methods on two examples of published meta-analyses. Estimation of the overdispersion parameter in the proposed model is compared in simulations to that of the traditional between-studies variance in the case of normal means. For small values of heterogeneity, the coverage of the confidence intervals for the overdispersion parameter is more stable.

Key words: Intra-class correlation; between-study variability; random effects model; heterogeneity


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Informasi Detail
Judul Seri
Statistical Modelling
No. Panggil
-
Penerbit
London : SAGE., 2014
Deskripsi Fisik
Statistical Modelling 2014; 14(1): 49–76
Bahasa
English
ISBN/ISSN
DOI: 10.1177/1471082
Klasifikasi
-
Tipe Isi
-
Tipe Media
-
Tipe Pembawa
-
Edisi
2014; 14(1)
Subjek
STATISTIK
Info Detail Spesifik
-
Pernyataan Tanggungjawab
agus
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  • FULL TEXT: An overdispersion model in meta-analysis
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