It is quite hard to pin down what "emergence" actually means. Often it just means something along the line of non-trivial collective phenomena (e.g. phenomena in systems of many interacting particles) which surprises us when they occur because we would not expect them just by looking at the parts.
This does NOT mean that we can't predict them. Classical (low-Tc) superconductivity is actually a very good example of a solid-state phenomena that can be predicted by QM; and with extremely high accuracy. The theory for this (BCS theory) is also surprisingly simple and was developed way back in the 50s.
These days If you have a fast enough computer you can use first principle calculations to predict properties such as the transition temperature, i.e. the data "in" would only be the type of element and the crystal structure. This works well for all the elements as well as binary alloys/compounds (e.g. MgB2), but our computers are not fast enough to handle more complicated structures.
The BCS theory does not explain high temperature superconductivity (although there are many similarities) and the structure of all the high-Tc compounds is to complicated to simulate even on the best supercomputers. However, I don't think anyone believes that there is some fundamentally new physics at play here; the numerical problem is just too complicated to solve in a reasonable amount of time.