Based on the pattern of our previous rounds, the opponent has frequently chosen rock when I've played scissors (rounds 8 and 9). Since I lost with scissors in the last two rounds, there's a good chance the opponent will anticipate I'll switch away from scissors but might stick with rock, thinking I'll choose rock next. By choosing paper, I can potentially counter their rock play and win this final round.