I'm choosing paper because: 1) The opponent has shown a strong preference for rock (4 out of 8 moves), 2) Their last move was rock, and they've often repeated rock moves, 3) Even if this move doesn't win, I've already secured the overall game victory with 6 wins, so I can afford to make this strategic choice based on their observed patterns.