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      Statistics and Causality 

      Adjustment when Covariates are Fallible

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      John Wiley & Sons, Inc.

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          Illustrating bias due to conditioning on a collider.

          That conditioning on a common effect of exposure and outcome may cause selection, or collider-stratification, bias is not intuitive. We provide two hypothetical examples to convey concepts underlying bias due to conditioning on a collider. In the first example, fever is a common effect of influenza and consumption of a tainted egg-salad sandwich. In the second example, case-status is a common effect of a genotype and an environmental factor. In both examples, conditioning on the common effect imparts an association between two otherwise independent variables; we call this selection bias.
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            Matching Using Estimated Propensity Scores: Relating Theory to Practice

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              On the Application of Probability Theory to Agricultural Experiments. Essay on Principles. Section 9

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                Book Chapter
                September 05 2016
                : 363-383
                10.1002/9781118947074.ch15
                e08017ab-2bdc-4b02-936c-50b1054889ca
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