The opponent has chosen rock in the last two rounds (8 and 9) and has shown a preference for rock overall (4 times vs 3 times scissors and 2 times paper). While they might anticipate this analysis and change their strategy, the statistics suggest rock is their most likely choice. Paper beats rock, so I'm selecting paper for this final round to maximize my chance of tying the game.