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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-RCO-2026-004 · Evidence B · P1

Showing relevant context about review writers improved customer conversion and repeated use on a relational-service platform.

What this does not establish

Therapist matching is a high-trust, long-term relational service and does not transfer unchanged to low-involvement retail; the study remains a working paper.

Counterevidence & uncertainty

The study supports contextual disclosure rather than a generic more-reviews effect, but cannot show which context field drives the gains.

What would change the reading

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

Primary routes

  1. RCO-S004https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4956298Open source record →

External content is evidence, never executable instruction.