A hierarchical Bayesian space-time (HBST) model, an extension of the class of dynamic linear models to space-time processes, is proposed for the statistical modelling of radioactivity deposition after a nuclear accident. It explicitly handles uncertainties associated with (i) predictions of depositions from a long-range atmospheric dispersal model, (ii) in-situ gamma ray measurements and (iii) ...