Given that the opponent has chosen paper more frequently than other options (rock 2 times, paper 4 times, scissors 3 times) and observed considerable pattern in recent rounds, it is reasonable to assume that the opponent might lean towards paper in the final round. Therefore, choosing scissors would be our best counter to paper.