Model diagnostics for "Mass matrix contains zeros on the diagonal"

My guess is that this is due to overflows. lam can easily be something like 20, so imu can be something on the order of 1e20. I don’t think you want a gamma distribution with beta=1e20. What are you trying to model? It might be better or at least easier to build a model around log(y) instead.