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Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search

Thousands of results of scientific publications on the topic of COVID-19 have emerged within a short time, raising significant challenges for scholars to organize the research, or even synthesize the knowledge in a timely or comprehensive manner. To facilitate this, we have developed a geospatial an...

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Autores principales: Ye, Xinyue, Du, Jiaxin, Gong, Xi, Na, Saiyang, Li, Weimin, Kudva, Sonali
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815194/
http://dx.doi.org/10.1007/s41651-021-00073-y
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author Ye, Xinyue
Du, Jiaxin
Gong, Xi
Na, Saiyang
Li, Weimin
Kudva, Sonali
author_facet Ye, Xinyue
Du, Jiaxin
Gong, Xi
Na, Saiyang
Li, Weimin
Kudva, Sonali
author_sort Ye, Xinyue
collection PubMed
description Thousands of results of scientific publications on the topic of COVID-19 have emerged within a short time, raising significant challenges for scholars to organize the research, or even synthesize the knowledge in a timely or comprehensive manner. To facilitate this, we have developed a geospatial and semantic mapping platform to search and organize these large and unmapped digital collections. The semantic map visualizes research topics based on customized natural language processing algorithms, which helps users to identify their content of specific interest beyond keyword searches in web search engines. The resultant geospatial map extracts all the location names mentioned in the publications, illustrating where COVID-19 studies have been conducted and where neglected study areas might exist. The system has been deployed as a web service for public access.
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spelling pubmed-78151942021-01-21 Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search Ye, Xinyue Du, Jiaxin Gong, Xi Na, Saiyang Li, Weimin Kudva, Sonali J geovis spat anal Article Thousands of results of scientific publications on the topic of COVID-19 have emerged within a short time, raising significant challenges for scholars to organize the research, or even synthesize the knowledge in a timely or comprehensive manner. To facilitate this, we have developed a geospatial and semantic mapping platform to search and organize these large and unmapped digital collections. The semantic map visualizes research topics based on customized natural language processing algorithms, which helps users to identify their content of specific interest beyond keyword searches in web search engines. The resultant geospatial map extracts all the location names mentioned in the publications, illustrating where COVID-19 studies have been conducted and where neglected study areas might exist. The system has been deployed as a web service for public access. Springer International Publishing 2021-01-19 2021 /pmc/articles/PMC7815194/ http://dx.doi.org/10.1007/s41651-021-00073-y Text en © The Author(s), under exclusive licence to Springer Nature Switzerland AG part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Ye, Xinyue
Du, Jiaxin
Gong, Xi
Na, Saiyang
Li, Weimin
Kudva, Sonali
Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title_full Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title_fullStr Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title_full_unstemmed Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title_short Geospatial and Semantic Mapping Platform for Massive COVID-19 Scientific Publication Search
title_sort geospatial and semantic mapping platform for massive covid-19 scientific publication search
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815194/
http://dx.doi.org/10.1007/s41651-021-00073-y
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