I was thinking about this and trying a few different things including alternate parameterisations in the paper I’m following. I’ve come around to thinking you are correct here. I was actually wondering if there might be an identifiability problem here no matter what we do with distributions or parameterisations ? After all, the right hand side of the equation has 3 parameters to estimate but only one explanatory variable.