In Annie's first date with Scott she mentions eating Australian witchetty grubs. Ben Lawson (who plays Dr Scott Weiss) was born in Queensland, Australia.
At the beginning of the episode when Annie is rushing to the hospital, the exterior driving scenes is footage reused from the pilot episode.
This episode is named after a song by R.E.M.