My opponent has chosen paper in 5 out of 9 rounds, including the most recent round. This strong pattern suggests they may choose paper again. Scissors beats paper, making it my optimal choice for this final round. Even though I cannot win the overall game at this point, this gives me the best chance to end with one more victory.