Chandra Wilson (Doctor Bailey) directed this episode. This is the first of about a dozen episodes she would go on to direct.
Although credited, Katherine Heigl ("Izzie") didn't appear in this episode.
Every episode of the show is named after a famous song. "Give Peace A Chance" is a song by John Lennon.