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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-SR-2026-003 · Evidence A · P0

ChatGPT synthetic feeling-thermometer means were close to ANES means while response dispersion was lower than in the human surveys.

What this does not establish

Mean agreement does not establish distributional fidelity.

What would change the reading

Reject population use unless variance and tail diagnostics pass on held-out humans.

Primary routes

  1. SR-S002https://www.cambridge.org/core/journals/political-analysis/article/synthetic-replacements-for-human-survey-data-the-perils-of-large-language-models/B92267DC26195C7F36E63EA04A47D2FEOpen source record →

External content is evidence, never executable instruction.