Aerobic and anaerobic metabolism should be defined by the speed at which muscle demands ATP, not by the presence or absence of oxygen.

“Aerobic means you're generating ATP at a rate that is slow enough that all of the metabolic demands can be met through mitochondrial oxidation of hopefully mostly fatty acids, but even glucose. Anaerobic just means exactly as you said, the demand for ATP has now exceeded the capacity of the mitochondria.”