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Beyond Citations: Measuring Novel Scientific Ideas and their Impact in Publication Text

Sam Arts1; Nicola Melluso2; Reinhilde Veugelers3

1 Department of management, strategy and innovation, Faculty of economics and business, KU Leuven [email protected] · 2 Department of management, strategy and innovation, Faculty of economics and business KU Leuven [email protected] · 3 Department of management, strategy and innovation, Faculty of economics and business KU Leuven [email protected]

The Review of Economics and Statistics 2025 open access

Abstract New scientific ideas drive progress, yet measuring scientific novelty remains challenging. We use natural language processing to detect the origin and impact of new ideas in scientific publications. To validate our methods, we analyze No-bel Prize-winning papers, which likely pioneered impactful new ideas, and lit-erature review papers, which typically consolidate existing knowledge. We also show that novel papers have more intellectual neighbors published after them, indicating they are ahead of their intellectual peers. Finally, papers introducing new ideas, particularly those with greater follow-on reuse, attract more citations.

DOI
10.1162/rest_a_01561
Pages
1-33
Language
en
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