Feasibility of the photon spectrum generalisation model for rapid Monte Carlo dose calculation with a deep learning-based framework

•No prior study on DL-based MC dose calculation focused on different linacs energies.•DL-based training strategy for radiotherapy dose calculation using limited data.•The IVD-MC Framework used DL to achieve the general MC dose calculations.•This framework offers relief to the computational costs of MC simulation.