Write the logistic regression as
where denotes elective exposure and contains the measured background predictors. At fixed , changing from zero to one changes the log odds by , so the adjusted odds ratio is . If is the estimated coefficient covariance matrix, then
Use the clinic-cluster sandwich covariance matrix if that is how within-clinic dependence is allowed for. The interval is first calculated on the coefficient scale and then exponentiated; one does not add and subtract a standard error directly from the odds ratio. This is a large-sample Wald confidence interval; profile-likelihood limits are another option when the likelihood shape warrants them. If exposure interacts with background variables, there is no single common conditional odds ratio: its logarithm includes the corresponding interaction terms.

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