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Requiring Deliberate Engagement Is Different from Changing Motivation

Buçinca and colleagues’ 2021 experiment reported results for 199 US adults recruited online for a food-substitution task with simulated AI. They tested cognitive forcing functions: designs showing advice only on request, after an unaided first choice, or after a wait. Interface conditions were assigned by chance. As a group, these designs reduced following incorrect advice relative to immediate explanations, without demonstrating better overall performance. Participants tended to prefer the error-reducing designs less. The authors reported greater benefits in the higher-scoring half on need for cognition; this measured grouping did not test increasing motivation. Grouped results do not establish that every design improves every outcome. One noncritical task does not establish scientific-review benefits.

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Updated 2026-11-09

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Scientific Oversight of AI-Assisted Research

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