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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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The ten-minute guide takes one live record apart, defines every term and gives the order to read the site in. Start here →

MWITA-SR-2026-009 · Evidence B · P0

The agents matched GSS responses 85% as accurately as participants matched their own answers two weeks later.

What this does not establish

The 85% ratio is not 85% absolute accuracy, population representativeness or business lift.

What would change the reading

Require exact denominator, absolute scores and task-level confidence intervals.

Primary routes

  1. SR-S004https://arxiv.org/abs/2411.10109Open source record →

External content is evidence, never executable instruction.