Difficult to say this problem is solved yet - the jury is still out, but I've done a good deal of work on identifying what the mechanism of a defect in superconducting phase qubits may be.
TL;DR: Two level system defects are a 20 year old unidentified noise source that can be described by an oxygen spatially delocalising in an amorphous portion of the underlying circuit.