mlsanityData to 14 Oct 2026

Metacognitive Demands and Strategies While Using Off-The-Shelf AI Conversational Agents for Health Information

arXiv 2602.05111 ↗First posted 4 Feb 2026cs.HCcited by 1

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Abstract (arXiv)

As Artificial Intelligence (AI) conversational agents become widespread, people are increasingly using them for health information seeking. The use of off-the-shelf conversational agents for health information seeking could place high metacognitive demands (the need for extensive monitoring and control of one's own thought process) on individuals, which could compromise their experience of seeking health information. However, currently, the specific demands that arise while using conversational agents for health information seeking, and the strategies people use to cope with those demands, remain unknown. To address these gaps, we conducted a think-aloud study with 15 participants as they sought health information using our off-the-shelf AI conversational agent. We identified the metacognitive demands such systems impose, the strategies people adopt in response, and propose considerations for designing beyond off-the-shelf interfaces to reduce these demands and support better user experiences and affordances in health information seeking.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 4 Feb 2026.

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