The overarching conclusion from this work is that many factors that are often omitted for the sake of computational simplicity may hold the key to successfully modelling the thermodynamics of selfassembly. Elucidating what these are and how they can be effectively incorporated into modelling studies will be paramount to useful in silico exploration of chemical space in the future.