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Nature Portfolio · Nature Computational Science

When authors are the best judges of their work

Summary

Nature Computational Science, Published online: 28 August 2026; doi:10.1038/s43588-026-01046-1 A large-scale experiment at a major machine learning conference shows that when researchers privately rank their own submissions, those rankings forecast future citations more reliably than peer-review scores.

Evidence & checks

Discovery channel
Nature Portfolio · Nature Computational Science
Original material
www.nature.com
Material type
Source page; material type not verified
Material basis
Retrieval basis unknown
Review status
No human-review record