TRV-2026-2112Certified recordPeer-reviewed

Who Do We Trust to Correct Health Misinformation? Credibility of AI-Generated Fact-Checking Messages

As artificial intelligence (AI)-generated messages are increasingly used to correct health misinformation, it remains unclear when such messages are perceived as credible and how credibility shapes subsequent information behaviors. This study examines how source labeling (AI vs. human scientists) influences the perceived credibility of health-related fact-checking messages and whether these effects depend on perceived AI objectivity and trust in science. Using a 2 × 2 between-subjects experiment with U.S. adults…

Health · Good Space — documented gain · certified 2026-10-21 · v1 · article view · machine-readable

Current reading — gain

Fact-checking messages labeled as AI-generated prompted greater intentions to seek additional information than human-scientist-labeled ones, regardless of perceived credibility.

What this doesn’t fix

The study is a single experiment with 231 U.S. adults and measures intentions and perceptions, so the findings may not generalize to other populations or real behavior.

Evidence

Reader signal

How should this claim be treated?

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Truvace Impact Record TRV-2026-2112, v1: “Who Do We Trust to Correct Health Misinformation? Credibility of AI-Generated Fact-Checking Messages.” Truvace, 2026-10-21. /record/TRV-2026-2112 (accessed at citation time). sha256 8731a9d7ac5c44c0…

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Every change to this record since certification, in the open. None yet — the reading has held since it entered the record.

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