Drawing on the Misinformation Recognition and Response Model (MRRM), this study investigates how AI emotional tone and thinking dispositions influence hallucination detection in health communication. A Wizard-of-Oz experiment (N = 476) examined the role of authoritative and sympathetic tones as independently manipulated tone in AI-generated health responses containing embedded hallucinations. The results showed that authoritative tone significantly reduced participants’ hallucination detection sensitivity. While sympathetic tone did not show a significant effect. The analysis also indicated that thinking dispositions did not significantly moderate the influence of tone on hallucination detection sensitivity.
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Liu et al. (2026) studied this question.
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