Comparison of spatial and non-spatial population-independent models shows that inclusion of distance substantially improves model fit for both England and Wales and the US (D DIC ¼ 64.7 and D DIC ¼ 33.3, respectively). DIC and parameter estimates for the distance-only model are given in column 1 of tables 1 and 2.