This study aims to develop a more accurate opinion mining model for analyzing social media data and decision-making by addressing problems related to perspectivism and uncertainty. It proposes integrating social network analysis and opinion mining within a unified framework that includes an uncertainty classifier to account for various types of environmental uncertainty. The goal is to generate results from opinion mining that more closely mimic human reasoning and avoid misleading conclusions due to social influence or an uncertain environment.