I'm choosing scissors because: 1) If the opponent continues their recent paper-scissors alternating pattern, they'll play paper next, which my scissors would beat; 2) The opponent has played paper twice already, making it one of their more frequent choices; 3) I need to start winning rounds to catch up in the score, and this seems like the best strategic opportunity based on the pattern analysis.