Balancing transparency and fairness: a proposal for phased visibility in JMEs generative AI declaration framework
NL-context Dit signaal betekent dat Nederlandse zorgpublicaties straks een verplicht, gefaseerd AI‑declaratiekader krijgen, waardoor elke mate van AI‑gebruik transparant wordt en de kwaliteit van wetenschappelijke zorginformatie be
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Balancing transparency and fairness: a proposal for phased visibility in JMEs generative AI declaration framework. Earp and colleagues’ proposal for a mandatory generative artificial intelligence (AI) declaration framework at the Journal of Medical Ethics (JME) represents an important advance in formalising AI governance for biomedical ethics publishing.1 By addressing what has been termed the ‘transparency paradox’—the persistent gap between disclosure policies and actual reporting practice2—the editorial moves towards greater normative clarity around AI use. The proposed three-tier classification (options A, B and C) also improves on simplistic binary models by recognising the spectrum of AI involvement in academic writing. Nonetheless, we suggest that this well-conceived framework carries unintended implications for fairness that merit closer examination. Our principal concern is that the three-tier structure establishes an implicit ‘hierarchy of AI use’ that may serve as a proxy for perceived quality. The categories risk being read along a gradient of academic rigour—Option A signalling independent scholarship, Option B indicating acceptable but circumscribed...
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