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Updated: Sep 18, 2025

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Countering AI-generated misinformation with pre-emptive source discreditation and debunking.

Emily R Spearing1, Constantina I Gile1, Amy L Fogwill1

  • 1School of Psychological Science, The University of Western Australia, Perth, Western Australia, Australia.

Royal Society Open Science
|June 26, 2025
PubMed
Summary
This summary is machine-generated.

Pre-emptive AI information trust reduction did not stop misinformation influence. Only debunking, especially combined with inoculation, effectively countered AI-generated misinformation effects on reasoning.

Keywords:
continued influence effectgenerative artificial intelligencemisinformationsource credibility

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Area of Science:

  • Cognitive Psychology
  • Artificial Intelligence Ethics
  • Information Science

Background:

  • Widespread concerns exist regarding AI-generated misinformation.
  • The impact of AI misinformation on human reasoning and the efficacy of countermeasures are not well understood.
  • Trust in AI-generated information is a key factor influencing its impact.

Purpose of the Study:

  • To investigate the effectiveness of a source-focused inoculation strategy in reducing the influence of AI-generated misinformation on reasoning.
  • To compare inoculation with retroactive debunking and simple disclaimers.
  • To assess the malleability of trust in AI-generated information.

Main Methods:

  • Two experiments involving 1223 participants were conducted.
  • Participants were exposed to a misleading AI-generated article.
  • Interventions included pre-emptive inoculation, retroactive debunking, trust-boosting, and disclaimers.

Main Results:

  • A misleading AI article influenced reasoning irrespective of its stated source (human or AI).
  • Inoculation reduced general trust in AI information but not its specific influence on reasoning.
  • Debunking effectively reduced misinformation impact, with combined inoculation and debunking eliminating it entirely.

Conclusions:

  • Generative AI can be a potent source of misinformation, impacting human reasoning.
  • Source-focused inoculation alone is insufficient to counteract AI misinformation's influence on reasoning.
  • Multiple countermeasures, particularly debunking, are necessary to effectively mitigate the effects of AI-generated misinformation.