Numerous studies have investigated the ecological impacts of escaped aquaculture fish. Whether people can objectively obtain this information through large language model (LLM) artificial intelligence (AI) systems, which are currently gaining increased traction across the globe, is a question of interest to those engaged in or concerned with aquaculture and aquatic ecology. In this study, the reliability of LLM-based AI system...