Yeah; it’s a joke referencing Micheal Phelps who was caught smoking weed while not even at the games any more and had this big controversy where people were demanding he have his medals taken away.
It’s only a performance enhancer if they have a giant chocolate bar at the end of the event waiting for the winner.