Beyond Click to Cognition: Effective Interventions for Promoting Examination of False Beliefs in Misinformation
Yuko Tanaka, Hiromi Arai, Miwa Inuzuka, Yoichi Takahashi, Minao Kukita, Ryuta Iseki, Kentaro Inui
Abstract
In the digital information ecosystem, clicks serve as a crucial gateway to fact-checking, yet the essential challenge extends beyond this to fostering cognitive shifts that update entrenched false beliefs. This study investigates effective interventions aimed at encouraging users vulnerable to misinformation, particularly those who tend to avoid incongruent facts, to examine their false beliefs. We conducted an online experiment with 627 participants, comparing metacognitive and ranking interventions. Both interventions successfully improved click behavior, with the metacognitive intervention increasing belief-examining clicks by 14 percentage points and the ranking intervention by 33 percentage points. However, only the metacognitive intervention significantly promoted users' examination of misinformation. This finding underscores the importance of interventions that go beyond merely influencing easily measurable clicks to facilitating thoughtful engagement with factchecking content. We discuss implications for designing strategies to enhance online fact-checking engagement and mitigate misinformation's societal impact.
• Human-centered computing → Empirical studies in HCI.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 6f7e4451-daf3-40c4-a563-48e874d0b2bcCited by top-tier papers1
Ask how each one uses itBuilds on3
- Perverse Downstream Consequences of Debunking: Being Corrected by Another User for Posting False Political News Increases Subsequent Sharing of Low Quality, Partisan, and Toxic Content in a Twitter Field ExperimentMohsen Mosleh, Cameron Martel, Dean Eckles, David G. RandCHI 2021 · 109 citations
- This Is Not What We Ordered: Exploring Why Biased Search Result Rankings Affect User Attitudes on Debated TopicsTim Draws, Nava Tintarev, Ujwal Gadiraju, Alessandro Bozzon et al.SIGIR 2021 · 36 citations
- Who Does Not Benefit from Fact-checking Websites?: A Psychological Characteristic Predicts the Selective Avoidance of Clicking Uncongenial FactsYuko Tanaka, Miwa Inuzuka, Hiromi Arai, Yoichi Takahashi et al.CHI 2023 · 4 citations
Related papers
- Query Smarter, Trust Better? Exploring Search Behaviours for Verifying News AccuracyDavid Elsweiler, Samy Ateia, Markus Bink, Gregor Donabauer et al.SIGIR 2025 · 6 citations
- From TikTok to Telegram: Cross-Platform Efficacy and User Acceptance of Erroneous and Flawless Misinformation InterventionsKatrin Hartwig, Tom Biselli, Franziska Schneider, Immanuel Lamp et al.CHI 2026 · 1 citation
- An Experimental Study to Understand User Experience and Perception Bias Occurred by Fact-checking MessagesSungkyu Park, Jamie Yejean Park, Hyojin Chin, Jeong-han Kang et al.WWW 2021 · 20 citations
- Exploring Lightweight Interventions at Posting Time to Reduce the Sharing of Misinformation on Social MediaFarnaz Jahanbakhsh, Amy X. Zhang, Adam J. Berinsky, Gordon Pennycook et al.CSCW 2021 · 116 citations
- Behavior Change Interventions Combating Online Misinformation: A Scoping ReviewLoukas Konstantinou, Evangelos KarapanosCHI 2025 · 11 citations
