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The paper introduces GRID (Grounded Reasoning over Interconnected Discourse), a framework that models health influencer videos as argumentation networks and jointly infers credibility by considering the surrounding discourse rather than evaluating content in isolation, evaluated on 569 influencer videos with expert assessments.