The opponent has consistently switched moves after each round and just played scissors in Round 9. Based on their historical pattern of switching and slightly higher frequency of choosing rock (3 times vs 2 times for paper), I predict they're most likely to play rock in this final round. Choosing paper gives me the best chance to win this critical round and tie the overall game 3-3.