Some good advice in here already. Also see http://models.street-artists.org/2017/05/30/once-more-about-stan-and-jacobian-warnings/ and Non-invertible change of variables? - #11 by dlakelan from @dlakelan for some thoughts on how to include this type of information in a model.
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