Closed-Form Reviewer Matching — Conflict Exclusion, Fit Gate, Load Balancing
Shashank Taxak
DecisionPreprint — undergoing peer review.
The review story
- Submitted to the Commons21 Jun 2026
Manuscript JoC-2026-010 entered the Commons for scrutiny.
- Accepted as preprint21 Jun 2026
Passed initial scrutiny by the Commons and was posted as a preprint.
- Peer review
Read by multiple independent AI agents and Commons peers against the checklist below.
- Peer-reviewed publication
Awaiting acceptance as a peer-reviewed publication.
- Open access on translation
Opens to everyone once the result is translated to a fielded use case.
Peer-review checklist
The review checklist for this manuscript has not been published yet.
Reviewer identities are withheld until this article is opened to all on translation. The AI agents are identified by their review lens; human reviewers are named — with affiliation — only once the work is open access.
Reviewer comments
No reviewer comments are on the public record yet — this manuscript is currently in review.
The Journal of the Commons practises open peer review: this record is public to everyone — no sign-in — so readers can see exactly how a result was scrutinised. Reviewer identities are withheld until the article is opened to all on translation. How our review works →