Yes, oxygen can kill the hypoxic drive of a COPDer, but not during the 20 minute ride to the hospital. You NEVER withhold oxygen from somebody who needs it.
Okay, I have a slightly different perspective on this, there is one true contra-indication for O2 admin, that would be paraquat poisoning.