Quiz Flashcards
Confounding definition
confusion, or mixing, of effects; the effect of the exposure of interest is distorted because the effect of an extraneous factor is mistaken for or mixed with the actual exposure effect
Confounding occurs when…
an extraneous variable, either partially or completely accounts for an apparent association between study variable and outcome
primary prevention (association)
causal association between the risk factor and disease must exist
secondary prevention (association)
association may either be causal or statistical: the association may be confounded
three ways of thinking about confounding
Classical approach, collapsibility approach, and counterfactual approach
classical approach to confounding criteria for confounding
1) must be a risk factor for the disease independent form the study exposure
2) must be associated with the exposure under study in the source population
3) must not be a result of the exposure- not an intermediate variable in the causal pathway between the exposure and the disease
exceptions to the criteria for confounding under the classical approach
1)random statistical association due to sampling variability
2) marker of unmeasured confounder
3) confounder is an intermediate variable, but question is whether other causal pathways exist
Collapsibility approach to confounding criteria
the effect measure is homogenous across the strata defined by the confounder
collapsibility is the equality of stratum-specific measures of effect with the crude, unstratified measure
counterfactual model approach to confounding
theoretical approach for defining the ideal comparison group; considers what the risk of the outcome would have been in the same exposed individuals if exposure had been absent
restriction (to control for confounding in design stage)
confounding cannot occur if the distribution of the potential confounding factors do not vary across exposure or disease categories
matching (to control for confounding in design stage)
selecting subjects according to the value of suspected confounder to ensure equal distribution among study groups
matching in cohort studies
matching unexposed to exposed without regard to disease status
matching in case-control status
matching non-diseases to diseased subjects
control confounding in analysis stage
stratification; multivariable analysis; propensity scores; marginal structural models; direct acyclic graphs
stratification
evaluating the association between exposure and disease within homogenous categories of the confounding variable