Where Risk Travels: A Dual‐Path Model of Media and Governance in the Perception of AI Hallucination

ABSTRACT Existing research on AI hallucinations has largely framed them as technical flaws undermining user experience, with little attention to their role as emergent risk signals in sociocognitive processes. To address this gap, this study applies the Social Amplification of Risk Framework to examine how hallucination‐driven risk perception relates to perceptions of media narratives and government performance. Using survey data from 811 generative‐AI users in mainland China, we test a dual‐path mediation model exploring the associations between perceived hallucination, perceptions of media hype and governance ineffectiveness, and subsequent risk perception and information behaviors. Results show an asymmetrical pattern: hallucination is linked to elevated risk through the media hype pathway, which is further associated with higher information‐sharing intention, whereas the governance pathway shows no direct association unless moderated by perceived behavioral control. Neither pathway is related to enhanced verification, revealing a decoupling of risk perception from epistemic vigilance. Implications for theorizing risk processing in opaque AI environments and for designing responsive governance strategies are discussed.

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Publication Details

Journal
Policy & Internet
Published
2026-02-22
DOI
https://doi.org/10.1002/poi3.70032
Primary Topic
Virtual Reality Applications and Impacts
Type
article
Field-Weighted Citation Impact
0.00

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article

Where Risk Travels: A Dual‐Path Model of Media and Governance in the Perception of AI Hallucination

Xintong Yao, Yipeng Xi
Policy & Internet
Virtual Reality Applications and Impacts
article

Where Risk Travels: A Dual‐Path Model of Media and Governance in the Perception of AI Hallucination

Xintong Yao, Yipeng Xi
article en

Abstract

ABSTRACT Existing research on AI hallucinations has largely framed them as technical flaws undermining user experience, with little attention to their role as emergent risk signals in sociocognitive processes. To address this gap, this study applies the Social Amplification of Risk Framework to examine how hallucination‐driven risk perception relates to perceptions of media narratives and government performance. Using survey data from 811 generative‐AI users in mainland China, we test a dual‐path mediation model exploring the associations between perceived hallucination, perceptions of media hype and governance ineffectiveness, and subsequent risk perception and information behaviors. Results show an asymmetrical pattern: hallucination is linked to elevated risk through the media hype pathway, which is further associated with higher information‐sharing intention, whereas the governance pathway shows no direct association unless moderated by perceived behavioral control. Neither pathway is related to enhanced verification, revealing a decoupling of risk perception from epistemic vigilance. Implications for theorizing risk processing in opaque AI environments and for designing responsive governance strategies are discussed.

Policy & InternetVol. 18(1)
Shanghai Jiao Tong University (CN), Tsinghua University (CN)
Jilin Office of Philosophy and Social Science
Reduced inequalities
Openalex Percentile: Top 53%
Virtual Reality Applications and Impacts
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