Note, in WinBUGS the parameter τ, called the precision, replaces the standard deviation parameter σ of the normal distribution, where, τ=σ−2. For the hyperparameter τθ we specify a gamma prior distribution as follows, since it is a conjugate prior for the normal distribution: (7) τθ∼Gammaa0,b0