# Bias flag in a proposal

Judges: proposal paragraph. Questions: choice:bias\_cue - sunk\_cost|anchoring|confirmation|overconfidence|none. Action: Code appends reviewer prompts.

Grade: C — A clean typed decision with low volume or low value, or too vague to act on.. Score: 2.93.

Vertical: Cross-industry.

Function: Research & education.

Status: Idea.

Volume: occasional.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/cross_industry/)
- [Function](/functions/research_edu/)
- [Source mentions claim or only container](/use-cases/source-mentions-claim-or-only-container/)
- [Detect survey fatigue signals mid-response](/use-cases/detect-survey-fatigue-signals-mid-response/)
- [Screen survey open-text responses for low-effort answers](/use-cases/screen-survey-open-text-responses-for-low-effort-answers/)
- [Citation supports claim check](/use-cases/citation-supports-claim-check/)
- [Source credibility screen](/use-cases/source-credibility-screen/)
- [Source URL relevance for claims](/use-cases/source-url-relevance-for-claims/)
