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ModaLens, a paired image-swap audit, measures how report availability changes image sensitivity and limits conclusions about visual correctness; the direction replicates in two further model lineages.
It is argued that effective AI governance in scientific publishing cannot be achieved through static rules or journal-centric control alone, and requires a shift toward shared, adaptive oversight of the scientific publishing system.
It is asked whether committees of language-model agents deliberating on a shared workspace can be gamed by shortcuts, cues a benchmark rewards but a clinician would ignore, and what games a committee is social plausibility.
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