After analyzing the opponent's previous moves, I noticed that they have played paper far more often (rounds 1, 3, 5, 7) than the other options. Since paper is beaten by scissors, choosing scissors maximizes the chance of a win, especially when a win is crucial in the final round. Therefore, I choose scissors.