I guess the best is to use the one that is in the same scale as your computed parameter. In your case you had a logit and you were inverting it to get on the natural scale. Other times you may compute it in such a way that is already on the natural scale (such as the output of a Beta Distribution for example). That would be my guess, but I could be wrong.
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