Uncovering simultaneous breakthroughs with a robust measure of disruptiveness

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Authors: Munjung Kim, Sadamori Kojaku, Yong-Yeol Ahn
Cited by: 3
References: 114

Abstract

Progress in science and technology is punctuated by disruptive innovation and breakthroughs. To understand disruptive innovations and their drivers, the ability to operationalize and estimate "disruptiveness" is critical. Yet, this task remains difficult because scientific influence propagates through both direct and indirect citation paths, and discoveries are often fragmented across multiple papers. Here, we introduce an embedding-based metric of disruptiveness. When applied to large-scale publication data, the measure not only reliably identifies canonical breakthroughs, such as Nobel Prize-winning papers, but also finds simultaneous disruptions that eluded standard approaches. By enabling more robust identification of disruptive innovations and simultaneous discoveries, our method facilitates more accurate attribution of transformative contributions while providing insights into the mechanisms driving scientific breakthroughs.

Fields of Study & Subjects

Innovation Sustainability Human-Machine Systems scientometrics and bibliometrics research Academic Publishing and Open Access

Publication details

Journal / source
Science Advances
Publisher
American Association for the Advancement of Science (AAAS)
Volume
12
Issue
14
Pages
eadx3420–eadx3420
Publication date
1 April 2026
Language
EN