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Steeven Villa

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#artificial intelligence Preprint Sep 2026

Beyond"ChatGPT Can Make Mistakes": Designing Interventions to Support Metacognitive Monitoring in AI-Assisted Work

AI assistance places a metacognitive demand on users, who must judge their own competence and the system's. Yet designers lack comparative evidence on which interventions to choose, where to place them, and how to tell whether they worked. We elicited 30 interventions from 11 experts and, with prior work, organized the...

M. A. D. Santos, P. Thiesse, Steeven Villa et al. · 0 citations

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