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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-ADTO-2026-001 · Evidence A · P1

Labels on misleading AI images reduced belief and credibility, while a standalone AI-generated label did not significantly reduce sharing intention.

D01 · Marketing, Brand & Revenue Systems D09 · Legal, Compliance, Trust & RegTech D16 · Creative Technology & Synthetic Media D19 · Measurement, Experimentation & Economics

What this does not establish

Known misleading images and self-reported intentions only; no field measurement of actual sharing.

Counterevidence & uncertainty

Harm-based labels were stronger than origin-only labels, and provenance knowledge did not reliably reduce intended engagement.

What would change the reading

Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.

Primary routes

ADTO-S001https://doi.org/10.1093/pnasnexus/pgaf170Open source record →

External content is evidence, never executable instruction.