Causal diagrams for epidemiologic research

被引:2979
作者
Greenland, S [1 ]
Pearl, J
Robins, JM
机构
[1] Univ Calif Los Angeles, Sch Publ Hlth, Dept Epidemiol, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Sch Engn, Dept Comp Sci, Cognit Syst Lab, Los Angeles, CA USA
[3] Harvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
[4] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
关键词
bias; causation; confounding; epidemiologic methods; graphical methods; observational studies;
D O I
10.1097/00001648-199901000-00008
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Casual diagrams have a long history of informal use and, more recently, have undergone formal developmental for applications in expert systems and robotics. We provide an introduction to these developments and their use in epidemiologic research. Casual diagrams can provide a starting point for identifying variables that must be measured and controlled to obtain unconfounded effect estimates. They also provide a method for critical evaluation of traditional epidemiologic criteria for confounding. In particular, they reveal certain heretofore unnoticed shortcomings of those criteria when used in considering multiple potential confounders. We show how to modify the traditional criteria to correct those shortcomings.
引用
收藏
页码:37 / 48
页数:12
相关论文
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