A neural network was designed to model the elongation of neutron-irradiated steels. Predictions were compared to experimental values and were in agreement. The model was extrapolated to predict the elongation at high irradiation doses (200 dpa) and high temperatures (750• C). Because of the lack of experimental values at such doses and temperatures, predictions were accompanied with very large modelling uncertainties.