Mixture between non-exchangeable and exchange strata parameters from Neuenschwander et al. (2015)

Unfortunately, that looks like a difficult model to debug. I unfortunately currently don’t have time to delve deepere into this, the best general advice I can give is at Divergent transitions - a primer

Best of luck with your model!