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. 2023 Jan 12;23:11. doi: 10.1186/s12874-022-01817-0

Table 2.

Confounder-adjustment methods and the association(s) that need to be correctly specified to obtain an unbiased estimate of the exposure effect

Confounder-adjustment methods Confounder-exposure association Confounder-outcome association
Multivariable regression analysis n/a
Covariate adjustment using the PS§ *
IPW§ n/a
DR estimation§ Both associations need to be specified but estimators are consistent if either is correctly specified

Abbreviations: PS propensity score, IPW inverse probability weighting, DR double robust, PS-outcome effect, n/a: not applicable, requires a correctly specified propensity score (i.e., the log odds of the exposure is linear in the confounders)