We briefly review the literature dealing with the effect of covariate measurement errors on the parameter estimation for censored survival models. As compared to non-censored errors-in-variables models, the area has not been developed very well. Corrected scores as applied to the proportional hazards model is reviewed in detail with application to A-bomb survivors data in which estimated doses for the survivors were obtained from inaccurate information and subject to appreciable measurement errors.