Chickens seem to be drawn to decks and leave their calling cards all over. If you have a sliding door leading to the deck, that ups the attraction factor, chickens love to look in and see what the non feathered species are up to. If you ever toss them treats from the deck, they will keep coming back looking for more. Really fencing it or them off is about the only way to keep the deck clean.