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  • 标题:Causal mediation analysis
  • 本地全文:下载
  • 作者:Hicks, Raymond ; Tingley, Dustin
  • 期刊名称:Journal of Agribusiness
  • 印刷版ISSN:0738-8950
  • 出版年度:2011
  • 期号:Suppl
  • 页码:605-619
  • 出版社:Journal of Agribusiness
  • 摘要:Estimating the mechanisms that connect explanatory variables with the explained variable, also known as “mediation analysis,” is central to a variety of social-science fields, especially psychology, and increasingly to fields like epidemiology. Recent work on the statistical methodology behind mediation analysis points to limitations in earlier methods. We implement in Stata computational approaches based on recent developments in the statistical methodology of mediation analysis. In particular, we provide functions for the correct calculation of causal mediation effects using several different types of parametric models, as well as the calculation of sensitivity analyses for violations to the key identifying assumption required for interpreting mediation results causally.
  • 关键词:medeff;medsens;mediation;causal mechanism;direct effects;sensitivity analysis
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