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R0044/2026-04-01/Q003/S02

WebSearch — Overreliance measurement connecting human factors and AI safety

Summary

Field Value
Source/Database WebSearch
Query terms '"overreliance" "AI system" design requirements prevent reinforcing user assumptions healthcare financial military'
Filters None
Results returned 10
Results selected 1
Results rejected 9

Selected Results

Result Title URL Rationale
S02-R01 Measuring and mitigating overreliance (Ibrahim et al.) https://arxiv.org/html/2509.08010v1 Most comprehensive vocabulary bridging found — discusses automation bias, sycophancy, trust calibration in single framework

Rejected Results

Result Title URL Rationale
S02-R02 Various overreliance articles (9 results) Various Lumenova blog, Springer healthcare governance, Quanta Intelligence blog, Microsoft overreliance review, AI regulations overview, Springer overreliance encyclopedia, Cogent compliance overview, NCBI healthcare watchlist. None bridge both vocabularies explicitly.

Notes

The Ibrahim et al. paper was the breakthrough find for Q003. It was surfaced by searching for "overreliance" as a bridging concept rather than searching directly for "automation bias + sycophancy."