Scientific tools and Innovation: Big Science Facilities Yield More Novel and Interdisciplinary Knowledge

Fuente: arXiv
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Auteurs principaux: Zhang, Mingze, Li, Yizhan, Li, Yutong, Li, Zexia
Format: Preprint
Publié: 2026
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author Zhang, Mingze
Li, Yizhan
Li, Yutong
Li, Zexia
author_facet Zhang, Mingze
Li, Yizhan
Li, Yutong
Li, Zexia
contents Scientific tools dictate the boundaries of human knowledge, serving as the foundation for perceptions and explorations. In the era of Big Science, science are increasingly dependent on advanced analytical technologies and experimental platforms. Over the past decades, national and supranational entities have invested massive financial resources, collaborative networks, and collective intelligence to construct Big Science Facilities (BSFs) aimed at generating cutting edge knowledge. However, empirical evaluations of these machines actual performance in driving scientific innovation remain scarce. To address this gap, we collected 310,086 publications from 88 global BSFs and constructed a matched control dataset of approximately 3 million publications sharing the same last authors. Our analysis reveals that the utilization of BSFs has expanded significantly since 1950s. Crucially, publications supported by these facilities exhibit higher recombinant novelty and interdisciplinary integration. Furthermore, this improvement is most pronounced in non physical sciences domains traditionally peripheral to BSFs core focus indicating the emergence of a powerful intra facility knowledge spillover effect. By enriching the Facilitymetrics framework, our findings provide empirical evidence that BSFs act as vital engines for scientific discovery, offering policymakers essential metrics to justify infrastructural investments, while prompting the science of science community to reassess the profound impact of scientific tools on knowledge production
format Preprint
id arxiv_https___arxiv_org_abs_2604_19396
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Scientific tools and Innovation: Big Science Facilities Yield More Novel and Interdisciplinary Knowledge
Zhang, Mingze
Li, Yizhan
Li, Yutong
Li, Zexia
Digital Libraries
Scientific tools dictate the boundaries of human knowledge, serving as the foundation for perceptions and explorations. In the era of Big Science, science are increasingly dependent on advanced analytical technologies and experimental platforms. Over the past decades, national and supranational entities have invested massive financial resources, collaborative networks, and collective intelligence to construct Big Science Facilities (BSFs) aimed at generating cutting edge knowledge. However, empirical evaluations of these machines actual performance in driving scientific innovation remain scarce. To address this gap, we collected 310,086 publications from 88 global BSFs and constructed a matched control dataset of approximately 3 million publications sharing the same last authors. Our analysis reveals that the utilization of BSFs has expanded significantly since 1950s. Crucially, publications supported by these facilities exhibit higher recombinant novelty and interdisciplinary integration. Furthermore, this improvement is most pronounced in non physical sciences domains traditionally peripheral to BSFs core focus indicating the emergence of a powerful intra facility knowledge spillover effect. By enriching the Facilitymetrics framework, our findings provide empirical evidence that BSFs act as vital engines for scientific discovery, offering policymakers essential metrics to justify infrastructural investments, while prompting the science of science community to reassess the profound impact of scientific tools on knowledge production
title Scientific tools and Innovation: Big Science Facilities Yield More Novel and Interdisciplinary Knowledge
topic Digital Libraries
url https://arxiv.org/abs/2604.19396