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. 2025 Nov 28;16:1679853. doi: 10.3389/fpsyg.2025.1679853

Table 1.

Coding scheme for content analysis of user comments based on the ELM.

Primary dimension Secondary dimension Definition
Central route Logic/evidence The comment supports or refutes the rumor by providing factual evidence, logical reasoning, or pointing out internal contradictions.
Source questioning The comment explicitly questions the credibility, motives, or identity of the information source.
Deep thinking The comment goes beyond the event itself to discuss deeper societal issues, technological ethics, or systemic causes.
Peripheral route Emotional expression The comment primarily expresses strong personal emotions such as fear, anger, surprise, or sadness, without substantive argumentation.
Superficial agreement The comment simply expresses agreement or support, or indicates a forwarding action, without providing additional arguments or analysis.
Appeal to authority/majority The comment forms a judgment by citing authoritative sources or the opinions of the majority.
Personal attack The comment does not address the content itself but attacks the character, intelligence, etc., of the publisher or other commenters.