- The title is a play on the phrase "Back to School".
- Cleveland's nickname for the Coolympics is "Lou Albano", a reference to the wrestler of the same name.
- Robert's announcement of "Science!" mimics the refrain of Thomas Dolby's song "She Blinded Me with Science".
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