# jev-papers

1,000 arXiv AI papers classified with one Jev decision each, then checked against an LLM judge.

Grade: C — A clean typed decision with low volume or low value, or too vague to act on.. Score: 2.65.

Vertical: Research & science.

Function: Research & education.

Status: Seen in the wild.

Volume: occasional.

Value: meaningful.

Risk: low.

Evidence: built and shown.

Flags: None.

- [Source](https://madewithjev.com/builds/jev-papers-repo)
- [Vertical](/verticals/research_science/)
- [Function](/functions/research_edu/)
- [Research-data privacy gate](/use-cases/research-data-privacy-gate/)
- [Citation-claim support check at scale](/use-cases/citation-claim-support-check-at-scale/)
- [Screening stage for systematic review](/use-cases/screening-stage-for-systematic-review/)
- [Lab notebook entry deviation detector](/use-cases/lab-notebook-entry-deviation-detector/)
- [Lab-meeting question triage](/use-cases/lab-meeting-question-triage/)
- [Reviewer-expertise matcher](/use-cases/reviewer-expertise-matcher/)