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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-YF-2026-022 · Evidence A · P1

UNICEF's 10-country household-survey snapshot found roughly one in ten internet-using children sought AI advice on personal matters in some participating countries.

D06 · Creator, Expert, Education & Media WorldsD10 · Qube, Agent Products & Autonomous WorkD24 · Frontier Science & Wildcards

What this does not establish

The value is not a pooled universal rate; use does not establish benefit, harm, counseling quality or learning.

Counterevidence & uncertainty

Self-report covers only internet-using children and country estimates differ.

What would change the reading

Update with country tables, model/task detail and longitudinal outcomes.

Primary routes

  1. YF-S011https://www.unicefusa.org/reports/AI-usage-concerns-children-parentsOpen source record →

External content is evidence, never executable instruction.