We did experiment with priors but found them so quickly overruled by the data that it did not make much sense to spend time on them.
for full inference, we implemented all models in STAN (Carpenter et al., 2017), a toolkit for fast, state-of-the-art inference using Hamiltonian Monte Carlo (HMC) estimation.