Article ; Online: A comparison of confidence distribution approaches for rare event meta-analysis.
2021 Volume 40, Issue 24, Page(s) 5276–5297
Abstract: Meta-analysis of rare event data has recently received increasing attention due to the challenging issues rare events pose to traditional meta-analytic methods. One specific way to combine information and analyze rare event meta-analysis data utilizes ... ...
Abstract | Meta-analysis of rare event data has recently received increasing attention due to the challenging issues rare events pose to traditional meta-analytic methods. One specific way to combine information and analyze rare event meta-analysis data utilizes confidence distributions (CDs). While several CD methods exist, no comparisons have been made to determine which method is best suited for homogeneous or heterogeneous meta-analyses with rare events. In this article, we review several CD methods: Fisher's classic P-value combination method, one that combines P-value functions, another that combines confidence intervals, and one that combines confidence log-likelihood functions. We compare these CD approaches, and we propose and compare variations of these methods to determine which method produces reliable results for homogeneous or heterogeneous rare event meta-analyses. We find that for homogeneous rare event data, most CD methods perform very well. On the other hand, for heterogeneous rare event data, there is a clear split in performance between some CD methods, with some performing very poorly and others performing reasonably well. |
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MeSH term(s) | Humans ; Likelihood Functions ; Research Design |
Language | English |
Publishing date | 2021-07-04 |
Publishing country | England |
Document type | Journal Article ; Meta-Analysis ; Review |
ZDB-ID | 843037-8 |
ISSN | 1097-0258 ; 0277-6715 |
ISSN (online) | 1097-0258 |
ISSN | 0277-6715 |
DOI | 10.1002/sim.9125 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
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