Predicting article quality scores with machine learning: The UK Research Excellence Framework

no code implementations • 11 Dec 2022 • Mike Thelwall, Kayvan Kousha, Mahshid Abdoli, Emma Stuart, Meiko Makita, Paul Wilson, Jonathan Levitt, Petr Knoth, Matteo Cancellieri

National research evaluation initiatives and incentive schemes have previously chosen between simplistic quantitative indicators and time-consuming peer review, sometimes supported by bibliometrics.

Active Learning

Artificial intelligence technologies to support research assessment: A review

no code implementations • 11 Dec 2022 • Kayvan Kousha, Mike Thelwall

This includes studies that used machine learning techniques to predict citation counts or quality scores for journal articles or conference papers.

Can REF output quality scores be assigned by AI? Experimental evidence

no code implementations • 11 Dec 2022 • Mike Thelwall, Kayvan Kousha, Mahshid Abdoli, Emma Stuart, Meiko Makita, Paul Wilson, Jonathan Levitt

This document describes strategies for using Artificial Intelligence (AI) to predict some journal article scores in future research assessment exercises.