SAS for Epidemiologists by Charles DiMaggio
Author:Charles DiMaggio
Language: eng
Format: epub
Publisher: Springer New York, New York, NY
9.4.1 Identifying and Controlling Confounding
If there is, in fact, some third variable accounting for an apparent effect of our exposure variable on our outcome variable, we will want to identify and account for its effects. Classically, comparing the unadjusted (or crude) measure of effect to the adjusted (or stratified) measure of effect is the key to assessing for confounding. This is best illustrated by an example.
Consider the following data on the effect of coffee drinking on myocardial infarction:
The odds ratio is Does this indicate an apparent causal effect of coffee drinking on myocardial infarction? In addition to the critical questions of temporality (did coffee drinking precede MI or perhaps folks who have survived an MI tend to drink coffee?) biological plausibility, existing literature on the subject, etc., we must ask: Are there any known risk factors for myocardial infarction that might be associated with drinking coffee? The answer is yes: smoking.3 It meets the a priori definition of a confounder in that it is causally related to the disease, associated with the exposure, and not a mediator of the exposure disease relationship. Lets look at the data for evidence of a confounding effect. MI
No MI
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