My opponent has used scissors most frequently (4/8 rounds). Additionally, after I won with paper in round 8, they might expect me to play paper again, which would lead them to choose scissors. By playing rock, I can potentially counter their preference for scissors and continue my winning streak from the last two rounds. This gives me the best chance to win round 9 and keep the game competitive.