Fig. 5. Schematic representation of (a) the two possible serial structure, (b) parallel structure and (c) nested structure for hybrid modelling. For the sake of this article, it is assumed that all data-driven models are black box as algorithms as linear regression are often too simple for pharmaceutical development.