I notice the opponent has chosen paper twice (rounds 1 and 3) and scissors once. There appears to be a slight preference for paper in their pattern. Since paper is their most frequent choice so far, I'll choose scissors which would beat paper. Additionally, the opponent might expect me to be reluctant to choose rock again after losing with it in the previous round, making paper a tempting choice for them.