Before revision:  The model structure is motivated by a state-of-the-art generative model of the MEG signal and is thus readily interpretable in neurophysiological terms.
After revision:  The model structure is motivated by a state-of-the-art generative model of the electromagnetic (EEG and MEG) brain signals and is readily interpretable in neurophysiological terms.