When you have population data that enables you to weight your sample data to adjust for recruitment biases, I have noticed that if you run a multivariate regression analysis on the weighted data, it tends to return exaggerated odds ratios compared to the results of the same analysis on the unweighted data. For this reason it strikes me as a possible statistical faux pas.

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