My issue is this: a couple of the variables produced odds ratios <1 on regression analysis, despite univariate analysis demonstrating positive associations between the dependent variable and the independent variables in question (i.e. I would have expected OR>1).

Can this be explained by taking into account the confounding effect of other variables? Or does it mean I have done something wrong?

Thanks