A closer look at confounding.

Abstract:

BACKGROUND AND OBJECTIVES:Confounding is one of the most common and important biases in primary care research. This article explains the genesis and effects of two common misconceptions of confounding: 1) Confounding can be assessed with a statistical test. 2) All covariates should be included in a multivariate model to control confounding. Assessment of confounding by testing the statistical significance of baseline differences or the significance of a potential confounding factor in a multivariate model can produce underestimates or overestimates of the true association between an exposure and an outcome. Inclusion of all covariates in a multivariate model may lead to controlling for variables that are not, in fact, confounders. This may produce underestimates or overestimates of the effect in question, as well as artificially widened confidence intervals. Both of these misconceptions can lead to profound misinterpretation of research results. To prevent problems resulting from these misunderstandings, researchers should consider drawing causal models prior to conducting the research and use the change-in-estimate criterion, rather than a statistical test, to detect confounding.

journal_name

Fam Med

journal_title

Family medicine

authors

Sonis J

subject

Has Abstract

pub_date

1998-09-01 00:00:00

pages

584-8

issue

8

eissn

0742-3225

issn

1938-3800

journal_volume

30

pub_type

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