Based on the pattern analysis of my opponent's previous moves (rock, scissors, rock, scissors, paper, rock, scissors), I predict they will choose rock next. Since I'm already ahead 4-1, I can take a calculated risk with paper, which would beat their expected rock choice. Additionally, they've shown a tendency to play rock multiple times, making paper a strategic choice for this round.