Right, No Matter Why: AI Fact-checking and AI Authority in Health-related Inquiry Settings
Elena Sergeeva, Anastasia Sergeeva, Huiyun Tang, Kerstin, Bongard-Blanchy, Peter Szolovits

TL;DR
This study explores how users accept AI advice in health-related fact-checking, revealing that even simple AI suggestions significantly influence user judgments regardless of advice quality.
Contribution
It provides an exploratory analysis of AI advice acceptance behavior in health fact-checking, highlighting the strong influence of AI suggestions over advice quality.
Findings
Over half of users align their judgments with AI suggestions.
Advice type influences acceptance but has less impact than suggestion presence.
AI suggestions significantly sway user truth assessments.
Abstract
Previous research on expert advice-taking shows that humans exhibit two contradictory behaviors: on the one hand, people tend to overvalue their own opinions undervaluing the expert opinion, and on the other, people often defer to other people's advice even if the advice itself is rather obviously wrong. In our study, we conduct an exploratory evaluation of users' AI-advice accepting behavior when evaluating the truthfulness of a health-related statement in different "advice quality" settings. We find that even feedback that is confined to just stating that "the AI thinks that the statement is false/true" results in more than half of people moving their statement veracity assessment towards the AI suggestion. The different types of advice given influence the acceptance rates, but the sheer effect of getting a suggestion is often bigger than the suggestion-type effect.
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Taxonomy
TopicsMisinformation and Its Impacts · Computational and Text Analysis Methods · Psychology of Moral and Emotional Judgment
