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Open data sources in VOSviewer
Nees Jan van Eck
Centre for Science and Technology Studies (CWTS), Leiden University
Center of Scientometrics (CoS), National Science Library, Chinese Academy of Sciences
Beijing, China, April 12, 2019
VOSviewer
1
Users of VOSviewer
• Researchers
• Research institutions
• Research funders
• Scientific publishers
• Industry
2
Development
3
Data sources supported by VOSviewer
4
Bibliometric networks in VOSviewer
5
WoS
Scopus
Dimensions
PubMed
Crossref
Citation network
of pubs / journals / authors / orgs / countries
Co-authorship network
of authors / orgs / countries
Co-citation network
of pubs / journals / authors / orgs / countries
Co-occurrence network
of keywords / terms
Bibliographic coupling network
of pubs / journals / authors
Bibliographic
data source
Types of networks supported by each data source
6
Co-authorship Co-
occurrence
Citation Bibliographic
coupling
Co-citation
Web of Science     
Scopus     
Dimensions     
PubMed     
Crossref     
Europe PMC     
Semantic Scholar     
OCC / COCI     
Wikidata     
7
8
Limitations of data sources
• Web of Science (closed)
• Scopus (closed)
• Dimensions (closed, but open for research)
• Crossref (open, except for half of the citation data)
• OCC (open, but low coverage)
9
Data access
10
Download
API support for open data sources
• DOI files
• Interactive querying
– Supported by APIs of Crossref and Europe PMC
– Crossref API has restrictions in the type of queries that can be performed
– Europe PMC API is most flexible, but querying and retrieving citation data cannot be done using a
single API call
– Not supported by the APIs of Semantic Scholar, OCC, COCI, and Wikidata
11
http://api.crossref.org/works?filter=issn:1751-1577,from-pub-date:2010-01-01
https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=(TITLE:"zika" OR
ABSTRACT:"zika") AND PUB_YEAR:[2018 TO 2019]
Interactive querying
12
13
14
Wish list for improving open data sources
• Expanding coverage of publications (OCC)
• Opening citations (Crossref)
• Opening other metadata, e.g. abstracts (Dimensions, Crossref, OCC)
• Improving completeness and standardization of metadata (Crossref)
• Improve APIs
– Add or expand interactive querying (Crossref, Europe PMC, OCC)
– Speeding up (OCC)
15
Outlook
• Work together with data providers to improve their APIs
• Expand API support
• Add support for additional data sources
– Microsoft Academic
– OpenAIRE
– Lens.org
• Add support for full-text data sources
• Development of web-based version of VOSviewer
16
Sneak preview
17
Thank you for your attention!
18

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Open data sources in VOSviewer

  • 1. Open data sources in VOSviewer Nees Jan van Eck Centre for Science and Technology Studies (CWTS), Leiden University Center of Scientometrics (CoS), National Science Library, Chinese Academy of Sciences Beijing, China, April 12, 2019
  • 3. Users of VOSviewer • Researchers • Research institutions • Research funders • Scientific publishers • Industry 2
  • 5. Data sources supported by VOSviewer 4
  • 6. Bibliometric networks in VOSviewer 5 WoS Scopus Dimensions PubMed Crossref Citation network of pubs / journals / authors / orgs / countries Co-authorship network of authors / orgs / countries Co-citation network of pubs / journals / authors / orgs / countries Co-occurrence network of keywords / terms Bibliographic coupling network of pubs / journals / authors Bibliographic data source
  • 7. Types of networks supported by each data source 6 Co-authorship Co- occurrence Citation Bibliographic coupling Co-citation Web of Science      Scopus      Dimensions      PubMed      Crossref      Europe PMC      Semantic Scholar      OCC / COCI      Wikidata     
  • 8. 7
  • 9. 8
  • 10. Limitations of data sources • Web of Science (closed) • Scopus (closed) • Dimensions (closed, but open for research) • Crossref (open, except for half of the citation data) • OCC (open, but low coverage) 9
  • 12. API support for open data sources • DOI files • Interactive querying – Supported by APIs of Crossref and Europe PMC – Crossref API has restrictions in the type of queries that can be performed – Europe PMC API is most flexible, but querying and retrieving citation data cannot be done using a single API call – Not supported by the APIs of Semantic Scholar, OCC, COCI, and Wikidata 11 http://api.crossref.org/works?filter=issn:1751-1577,from-pub-date:2010-01-01 https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=(TITLE:"zika" OR ABSTRACT:"zika") AND PUB_YEAR:[2018 TO 2019]
  • 14. 13
  • 15. 14
  • 16. Wish list for improving open data sources • Expanding coverage of publications (OCC) • Opening citations (Crossref) • Opening other metadata, e.g. abstracts (Dimensions, Crossref, OCC) • Improving completeness and standardization of metadata (Crossref) • Improve APIs – Add or expand interactive querying (Crossref, Europe PMC, OCC) – Speeding up (OCC) 15
  • 17. Outlook • Work together with data providers to improve their APIs • Expand API support • Add support for additional data sources – Microsoft Academic – OpenAIRE – Lens.org • Add support for full-text data sources • Development of web-based version of VOSviewer 16
  • 19. Thank you for your attention! 18