Looking at the pattern of play so far, my opponent has chosen paper most frequently (4 times), followed by rock (3 times) and scissors (2 times). In the last round, we both chose rock resulting in a tie. Since I'm behind by one point and need to win this final round, I need to make a strategic choice. The opponent might expect me to choose scissors to counter their paper pattern, which could lead them to play rock. To counter this potential strategy, I'm choosing paper which would beat their rock. Additionally, there's been some mirroring in recent rounds, so if they continue this pattern and choose rock again (as in round 9), my paper would win.