That certainly sounds plausible, however i feel that it is the applicability/non-applicability of parameters themselves that is the key. You need to choose the right parameters before even bothering about the model function and this is where prior knowledge and experience are important.

The works of Gary Klein and Nassim Taleb are also relevant here.