The opponent has shown a strong preference for rock (6 out of 9 rounds), including the last round. While they might anticipate me choosing paper again and switch to scissors, they haven't played scissors in any previous round, making this less likely. Given their pattern of mostly playing rock, especially in recent rounds, paper gives me the best chance of winning or at least tying this final round to secure the overall win.