The opponent has shown a preference for rock (used 3 times), especially to counter scissors plays. Playing paper gives me a good chance to counter their likely rock choice, and since I'm behind in score, I need to make winning moves. Additionally, they haven't played rock in the last round, making them more likely to return to it.