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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-SBO-2026-012 · Evidence B · P1

Data-augmentation targeting increased salesperson-meeting requests for a Spanish solar advertiser from 6.80% to 7.79%, a gain of 0.99 percentage points or 14.6% relative.

What this does not establish

B2C Spanish homeowners over 35; outcome is a request to meet a salesperson, not a completed sale or revenue.

Counterevidence & uncertainty

Data augmentation materially worsened offline accuracy in the hearing-aids segment, so the method did not improve every product domain.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and deployed commercial or human outcomes.

Primary routes

  1. SBO-S012https://doi.org/10.1016/j.jik.2025.100828Open source record →

External content is evidence, never executable instruction.