Difference in conductivities of metals and semiconductors based on quantum theory
Short answer:  There is no band gap in metals so they stay as good conductors down to absolute zero.  In a semiconductor there is a band gap, and even when doped the doping impurities lie in the gap, such that the carriers "freeze out" at some temperature.  Here's something on doped semiconductors.