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The structural shift and collaboration capacity in GenBank Networks: A longitudinal study

Metadata in scientific data repositories such as GenBank contain links between data submissions and related publications. As a new data source for studying collaboration networks, metadata in data repositories compensate for the limitations of publication-based research on collaboration networks. Th...

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Detalles Bibliográficos
Autores principales: Qin, Jian, Hemsley, Jeff, Bratt, Sarah E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9012484/
https://www.ncbi.nlm.nih.gov/pubmed/35434639
http://dx.doi.org/10.1162/qss_a_00181
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author Qin, Jian
Hemsley, Jeff
Bratt, Sarah E.
author_facet Qin, Jian
Hemsley, Jeff
Bratt, Sarah E.
author_sort Qin, Jian
collection PubMed
description Metadata in scientific data repositories such as GenBank contain links between data submissions and related publications. As a new data source for studying collaboration networks, metadata in data repositories compensate for the limitations of publication-based research on collaboration networks. This paper reports the findings from a GenBank metadata analytics project. We used network science methods to uncover the structures and dynamics of GenBank collaboration networks from 1992–2018. The longitudinality and large scale of this data collection allowed us to unravel the evolution history of collaboration networks and identify the trend of flattening network structures over time and optimal assortative mixing range for enhancing collaboration capacity. By incorporating metadata from the data production stage with the publication stage, we uncovered new characteristics of collaboration networks as well as developed new metrics for assessing the effectiveness of enablers of collaboration—scientific and technical human capital, cyberinfrastructure, and science policy.
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spelling pubmed-90124842022-04-15 The structural shift and collaboration capacity in GenBank Networks: A longitudinal study Qin, Jian Hemsley, Jeff Bratt, Sarah E. Quant Sci Stud Article Metadata in scientific data repositories such as GenBank contain links between data submissions and related publications. As a new data source for studying collaboration networks, metadata in data repositories compensate for the limitations of publication-based research on collaboration networks. This paper reports the findings from a GenBank metadata analytics project. We used network science methods to uncover the structures and dynamics of GenBank collaboration networks from 1992–2018. The longitudinality and large scale of this data collection allowed us to unravel the evolution history of collaboration networks and identify the trend of flattening network structures over time and optimal assortative mixing range for enhancing collaboration capacity. By incorporating metadata from the data production stage with the publication stage, we uncovered new characteristics of collaboration networks as well as developed new metrics for assessing the effectiveness of enablers of collaboration—scientific and technical human capital, cyberinfrastructure, and science policy. 2022 2022-04-12 /pmc/articles/PMC9012484/ /pubmed/35434639 http://dx.doi.org/10.1162/qss_a_00181 Text en https://creativecommons.org/licenses/by/4.0/Published under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
spellingShingle Article
Qin, Jian
Hemsley, Jeff
Bratt, Sarah E.
The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title_full The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title_fullStr The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title_full_unstemmed The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title_short The structural shift and collaboration capacity in GenBank Networks: A longitudinal study
title_sort structural shift and collaboration capacity in genbank networks: a longitudinal study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9012484/
https://www.ncbi.nlm.nih.gov/pubmed/35434639
http://dx.doi.org/10.1162/qss_a_00181
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