The X values have been centred in the model to improve
autocorrelation. The parameter theta0 corresponds to the intercept in
the uncentred model.

The posterior distributions of theta0 and theta have a very heavy tail.
Excursions into the tail are rare, but have a strong influence on 
the mean.