The opponent has chosen rock most frequently in previous rounds (4 times). While there's a risk they might choose scissors, paper gives me a good chance of winning against their most common move. Additionally, I've won in rounds 1 and 7 when playing paper against their rock, so this pattern may continue. Even if I lose this round, I would still win the overall game 5-4.