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Metadata as a driver of usage: Which
fields make a difference on ScienceOpen?
7/29/2020Author: Stephanie Dawson; License: CC BY Metadata Driving Usage
Metadata as a driver of usage:
Which fields make a difference on ScienceOpen?
I never metadata I didn’t like
ALPSP seminar, 27 November 2019
@Science_Open @SDawsonBerlin
How much
discoverability do
you get for your one
dollar DOI from
Crossref?
PhotoAtelier, Compostition in Greenbacks, Flickr, CC BY
3
Goal: Unlock the context around each
article to reach a wider interdisciplinary
academic audience with ScienceOpen.
ScienceOpen Discovery
60 million research article records
23 million authors
25 thousand journals
ScienceOpen is a freely-accessible, interactive
search and discovery environment connecting
and exposing metadata.
7/29/2020Metadata driving discovery @Science_Open @SDawsonBerlin4
How to make sense of 60 million articles?
Metadata Driving Usage @Science_Open
@SDawsonBerlin
Filter:
• Open Access
• Preprint
• Date
• Affiliation
• Keywords
• Discipline
• Validation
• Source
• Content type
• Journal
Sort:
• Citations
• Altmetric Score
• Date
• Usage
Crossref participation reports to check your
metadata health
Metadata Driving Usage @Science_Open @SDawsonBerlin
Abstracts
Kevin Dooley, Urban Abstract, Flickr, CC BY
Example: Crossref Metadata including
abstracts
7/29/2020
Metadata driving usage @Science_Open
@SDawsonBerlin8
Abstract text used for relevance search and
“similar content” algorithm
7/29/2020
Metadata Driving Usage @Science_Open
@SDawsonBerlin9
Abstracts encourage exploration in “browse”
mode
7/29/2020
Metadata Driving Usage @Science_Open
@SDawsonBerlin10
• Articles with no abstract account for 30% of
content but for less than 7% of views
• Within a collection top articles (viewed >50x)
with abstracts have 25x more views than
articles without.
• The top article without an abstract has 60
views, as opposed to the top article with an
abstract that has 1413 views
Open Access articles without an abstract are
rare, but also viewed less frequently
• Articles with no abstract account for 10% of
content but for less than 1% of views
• The top article without an abstract has 93
views, as opposed to the top article with an
abstract that has 2377 views with similar
References
Fynn Korsen, Eifelturm Architektur 4, Flickr, CC BY-SA
Initiative for Open Citations (I4OC)
Metadata Driving Usage @Science_Open @SDawsonBerlin
How many citations are open today?
As of September 2019, the fraction of publications
with open references has grown from 1% to 59% out
of the nearly 47.6 million articles with references
deposited with Crossref.
Example: Crossref Metadata including
references
7/29/2020Metadata in Action @Science_Open @SDawsonBerlin14
References as discovery tool
7/29/2020Metadata in Action @Science_Open @SDawsonBerlin15
Metadata Driving Usage @Science_Open
@SDawsonBerlin
Articles with references have more nodes
of contextual information linking to them.
10% of records have references but make
up 30% of article views
License
Alan Levine, Open But Not Lit Up, Flickr, CC BY-SA
Filter allows readers to search only Open
Access articles
7/29/2020
Metadata Driving Discovery @Science_Open
@SDawsonBerlin18
Open access articles
make up 50% of the
content but 65% of
the views
Open access
content makes up
55% of the
content but 78%
of the views
Example: Open Access full XML vs. basic
article record
7/29/2020
Metadata Driving Discovery @Science_Open
@SDawsonBerlin19
Authors who pay an APC for Open Access
expect optimal distribution
7/29/2020
Metadata driving usage @Science_Open
@SDawsonBerlin20
Metadata Driving Usage @Science_Open
@SDawsonBerlin
Overall articles with richer metadata
make up roughly 30% of the database
but comprise over 60% of article
views
What do machines
see when they read
your content?
Deposit richer
metadata at
Crossref to get the
most of your DOI.
Flickr_CC BY
We are your team for
As an aggregator of information,
ScienceOpen will continue to open up,
share, add to and explore the context
of scholarly research in support of open
knowledge goals. Join us!
Contact: Stephanie.Dawson@ScienceOpen.com
Twitter: @Science_Open, @SDawsonBerlin
Facebook: www.facebook.com/ScienceOpen
Metadata Driving Usage @Science_Open
@SDawsonBerlin

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ScienceOpen ALPSP Metadata Seminar_27 Nov 2019

  • 1. Metadata as a driver of usage: Which fields make a difference on ScienceOpen? 7/29/2020Author: Stephanie Dawson; License: CC BY Metadata Driving Usage Metadata as a driver of usage: Which fields make a difference on ScienceOpen? I never metadata I didn’t like ALPSP seminar, 27 November 2019 @Science_Open @SDawsonBerlin
  • 2. How much discoverability do you get for your one dollar DOI from Crossref? PhotoAtelier, Compostition in Greenbacks, Flickr, CC BY
  • 3. 3 Goal: Unlock the context around each article to reach a wider interdisciplinary academic audience with ScienceOpen. ScienceOpen Discovery 60 million research article records 23 million authors 25 thousand journals
  • 4. ScienceOpen is a freely-accessible, interactive search and discovery environment connecting and exposing metadata. 7/29/2020Metadata driving discovery @Science_Open @SDawsonBerlin4
  • 5. How to make sense of 60 million articles? Metadata Driving Usage @Science_Open @SDawsonBerlin Filter: • Open Access • Preprint • Date • Affiliation • Keywords • Discipline • Validation • Source • Content type • Journal Sort: • Citations • Altmetric Score • Date • Usage
  • 6. Crossref participation reports to check your metadata health Metadata Driving Usage @Science_Open @SDawsonBerlin
  • 7. Abstracts Kevin Dooley, Urban Abstract, Flickr, CC BY
  • 8. Example: Crossref Metadata including abstracts 7/29/2020 Metadata driving usage @Science_Open @SDawsonBerlin8
  • 9. Abstract text used for relevance search and “similar content” algorithm 7/29/2020 Metadata Driving Usage @Science_Open @SDawsonBerlin9
  • 10. Abstracts encourage exploration in “browse” mode 7/29/2020 Metadata Driving Usage @Science_Open @SDawsonBerlin10 • Articles with no abstract account for 30% of content but for less than 7% of views • Within a collection top articles (viewed >50x) with abstracts have 25x more views than articles without. • The top article without an abstract has 60 views, as opposed to the top article with an abstract that has 1413 views
  • 11. Open Access articles without an abstract are rare, but also viewed less frequently • Articles with no abstract account for 10% of content but for less than 1% of views • The top article without an abstract has 93 views, as opposed to the top article with an abstract that has 2377 views with similar
  • 12. References Fynn Korsen, Eifelturm Architektur 4, Flickr, CC BY-SA
  • 13. Initiative for Open Citations (I4OC) Metadata Driving Usage @Science_Open @SDawsonBerlin How many citations are open today? As of September 2019, the fraction of publications with open references has grown from 1% to 59% out of the nearly 47.6 million articles with references deposited with Crossref.
  • 14. Example: Crossref Metadata including references 7/29/2020Metadata in Action @Science_Open @SDawsonBerlin14
  • 15. References as discovery tool 7/29/2020Metadata in Action @Science_Open @SDawsonBerlin15
  • 16. Metadata Driving Usage @Science_Open @SDawsonBerlin Articles with references have more nodes of contextual information linking to them. 10% of records have references but make up 30% of article views
  • 17. License Alan Levine, Open But Not Lit Up, Flickr, CC BY-SA
  • 18. Filter allows readers to search only Open Access articles 7/29/2020 Metadata Driving Discovery @Science_Open @SDawsonBerlin18 Open access articles make up 50% of the content but 65% of the views Open access content makes up 55% of the content but 78% of the views
  • 19. Example: Open Access full XML vs. basic article record 7/29/2020 Metadata Driving Discovery @Science_Open @SDawsonBerlin19
  • 20. Authors who pay an APC for Open Access expect optimal distribution 7/29/2020 Metadata driving usage @Science_Open @SDawsonBerlin20
  • 21. Metadata Driving Usage @Science_Open @SDawsonBerlin Overall articles with richer metadata make up roughly 30% of the database but comprise over 60% of article views
  • 22. What do machines see when they read your content? Deposit richer metadata at Crossref to get the most of your DOI. Flickr_CC BY
  • 23. We are your team for As an aggregator of information, ScienceOpen will continue to open up, share, add to and explore the context of scholarly research in support of open knowledge goals. Join us! Contact: Stephanie.Dawson@ScienceOpen.com Twitter: @Science_Open, @SDawsonBerlin Facebook: www.facebook.com/ScienceOpen Metadata Driving Usage @Science_Open @SDawsonBerlin

Notes de l'éditeur

  1. Journals are a place to demonstrate the results of peer review.
  2. Journals are a place to demonstrate the results of peer review.
  3. Journals are a place to demonstrate the results of peer review.
  4. As students you can‘t risk your career by not playing by the rules entirely, but you can experiment with