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The evolution of scientific literature as metastable knowledge states

The problem of identifying common concepts in the sciences and deciding when new ideas have emerged is an open one. Metascience researchers have sought to formalize principles underlying stages in the life cycle of scientific research, understand how knowledge is transferred between scientists and s...

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Detalles Bibliográficos
Autores principales: Koneru, Sai Dileep, McCauley, David Rench, Smith, Michael C., Guarrera, David, Robinson, Jenn, Rajtmajer, Sarah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337867/
https://www.ncbi.nlm.nih.gov/pubmed/37437027
http://dx.doi.org/10.1371/journal.pone.0287226
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author Koneru, Sai Dileep
McCauley, David Rench
Smith, Michael C.
Guarrera, David
Robinson, Jenn
Rajtmajer, Sarah
author_facet Koneru, Sai Dileep
McCauley, David Rench
Smith, Michael C.
Guarrera, David
Robinson, Jenn
Rajtmajer, Sarah
author_sort Koneru, Sai Dileep
collection PubMed
description The problem of identifying common concepts in the sciences and deciding when new ideas have emerged is an open one. Metascience researchers have sought to formalize principles underlying stages in the life cycle of scientific research, understand how knowledge is transferred between scientists and stakeholders, and explain how new ideas are generated and take hold. Here, we model the state of scientific knowledge immediately preceding new directions of research as a metastable state and the creation of new concepts as combinatorial innovation. Through a novel approach combining natural language clustering and citation graph analysis, we predict the evolution of ideas over time and thus connect a single scientific article to past and future concepts in a way that goes beyond traditional citation and reference connections.
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spelling pubmed-103378672023-07-13 The evolution of scientific literature as metastable knowledge states Koneru, Sai Dileep McCauley, David Rench Smith, Michael C. Guarrera, David Robinson, Jenn Rajtmajer, Sarah PLoS One Research Article The problem of identifying common concepts in the sciences and deciding when new ideas have emerged is an open one. Metascience researchers have sought to formalize principles underlying stages in the life cycle of scientific research, understand how knowledge is transferred between scientists and stakeholders, and explain how new ideas are generated and take hold. Here, we model the state of scientific knowledge immediately preceding new directions of research as a metastable state and the creation of new concepts as combinatorial innovation. Through a novel approach combining natural language clustering and citation graph analysis, we predict the evolution of ideas over time and thus connect a single scientific article to past and future concepts in a way that goes beyond traditional citation and reference connections. Public Library of Science 2023-07-12 /pmc/articles/PMC10337867/ /pubmed/37437027 http://dx.doi.org/10.1371/journal.pone.0287226 Text en © 2023 Koneru et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Koneru, Sai Dileep
McCauley, David Rench
Smith, Michael C.
Guarrera, David
Robinson, Jenn
Rajtmajer, Sarah
The evolution of scientific literature as metastable knowledge states
title The evolution of scientific literature as metastable knowledge states
title_full The evolution of scientific literature as metastable knowledge states
title_fullStr The evolution of scientific literature as metastable knowledge states
title_full_unstemmed The evolution of scientific literature as metastable knowledge states
title_short The evolution of scientific literature as metastable knowledge states
title_sort evolution of scientific literature as metastable knowledge states
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337867/
https://www.ncbi.nlm.nih.gov/pubmed/37437027
http://dx.doi.org/10.1371/journal.pone.0287226
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