Based on my opponent's clear pattern of frequently choosing paper (4 out of 8 rounds, including the last round), scissors is my best strategic choice. While they might try to counter my previous winning move, their historical preference for paper makes scissors the highest probability play. This would give me my 5th win and secure the overall game victory regardless of the final round's outcome.