I'm choosing rock because there's a pattern in the opponent's last few moves (rock → paper → rock → paper), suggesting they might play scissors next. Additionally, they've chosen scissors twice when I played paper previously, so they might expect me to play paper again and counter with scissors. Rock would give me an advantage against their potential scissors play. While I risk losing to paper, the pattern analysis and the need to catch up in the score makes this a calculated risk worth taking.