When his eardrum ruptured on a flight out of Seattle in 2006, Cyrus Massoumi knew he needed to see a doctor, fast.

He thought he'd have no trouble finding a same-day appointment when he landed in New York City, which has more doctors per capita than any other urban center in the world.