Social Platforms Shape Opposition To E-Cigarette Campaigns
Researchers at NORC analyzed Twitter (2014–2020) and TikTok (2020–2023) posts tied to major US youth e-cigarette prevention campaigns, using machine learning classification and human coding to detect oppositional content. They found opposition comprised 26.8% of campaign-related Twitter posts but only 3.5% on TikTok, with Twitter opposition coordinated by advocacy/commercial accounts and TikTok opposition decentralized and humor-driven. Findings recommend platform-specific monitoring and creator partnerships.
Scoring Rationale
High methodological novelty and practical recommendations, but focused on US campaigns and limited to Twitter and TikTok.
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Sources
- Read OriginalOpposition to Youth e-Cigarette Prevention Campaigns on Twitter and TikTok: Cross-Platform Observational Mixed Methods Analysisjmir.org
