Based on the observed pattern in the opponent’s previous moves, especially after the opponent played rock in Round 9, they have most frequently switched to paper (2/3 of the time) and less often to scissors (1/3). Since paper loses to scissors and scissors ties with scissors, choosing scissors maximizes the chance of winning or tying the final round without risk of a loss I observed historically. Therefore, I choose scissors for Round 10.