five

An introduction to meta-analysis with applications in R

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Research Data Australia2024-08-17 收录
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https://researchdata.edu.au/an-introduction-meta-applications-r/1871217
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Meta-analysis is the process of combining the estimates (effects) from several different studies to obtain a single estimated effect. By pooling these effects, we can increase power and explore new research questions. While conducting a meta-analysis in R is not a difficult thing to do, it is true that many published meta-analyses are not done well. This is because there is much to think about, including which model to use, the importance and acceptance of heterogeneity and what that means for interpretation, the potential for publication bias and so on. In this session I will introduce meta-analysis and highlight a few things that need to be considered to ensure that the analysis can be trusted. I will show how simple it is to carry out a meta-analysis in R on some real data sets. survey: https://www.surveymonkey.com/r/5ZJCJR7

元分析(meta-analysis)是指整合多项独立研究的效应估计值,以得到单一综合效应估计的过程。通过合并此类效应量,可提升统计效力并探索全新的研究议题。尽管在R语言中开展元分析并非难事,但当前诸多已发表的元分析质量欠佳。究其根源,元分析涉及诸多关键考量维度,包括模型选择、异质性的重要性与认可度及其对结果解读的影响、潜在的发表偏倚等。本次分享将对元分析进行系统介绍,并梳理若干需重点关注的要点,以确保分析结果具备可靠性。同时,本次演示将展示如何基于真实数据集在R语言中便捷完成元分析。调查问卷链接:https://www.surveymonkey.com/r/5ZJCJR7
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La Trobe University
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