Generally, an experienced scientist can examine a system, predict the behavior, and if it behaves unpredictably (unnaturally), this is taken as an indication that there may be things left to discover about the system.
However, if one goes looking through a systems components for precursors for emergent behavior, then one could find oneself assuming there are rocks left unturned at the system level, when there aren't.