Analyzing the previous rounds, the opponent has been favoring scissors in the later rounds (scissors in rounds 6, 7, and 8), while my win with rock in round 8 capitalized on that trend. Given that scissors is the most frequent move in the recent rounds, rock seems the best counter. With the score needing a win to close the gap, I'll choose rock for round 9.