Based on the opponent's pattern, they've never chosen scissors in previous rounds, favoring rock overall (5 times vs 4 times for paper). After choosing paper in round 9, there's a good chance they'll return to rock in this final round. Choosing paper gives me the best chance to win the final round and tie the match.