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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-CO-2026-010 · Evidence A · P1

A multi-study program found higher processing fluency for generated versus conventional ads, but a humorous conventional ad retained higher brand recognition than its generated counterpart while two other categories showed near-identical recall and recognition.

What this does not establish

AIDA-tuned visual output does not guarantee humor, distinctiveness, recall or market sales; category-specific results resist averaging into one quality score.

Counterevidence & uncertainty

AIDA-tuned visual output does not guarantee humor, distinctiveness, recall or market sales; category-specific results resist averaging into one quality score.

What would change the reading

Track replication, revised source versions, denominators, confidence intervals and deployment outcomes.

Primary routes

  1. CO-S010https://journals.sagepub.com/doi/full/10.1177/00222429251356993Open source record →

External content is evidence, never executable instruction.