Non-significant p-values? Strategies to understand and better determine the importance of effects and interactions in logistic regression.

In the context of generalized linear models (GLMs), interactions are automatically induced on the natural scale of the data. The conventional approach to measuring effects in GLMs based on significance testing (e.g.