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Next-generation Metrics for
Scholarly Performance
William Gunn, Ph.D.
Head of Academic Outreach
Mendeley
@mrgunn
https://orcid.org/0000-0002-3555-2054
Open Access Policies
Open Access Has Benefits
• The perception that there were tradeoffs
when choosing open access slowed
adoption
• Only Open Access can fully provide the
benefits of the web – interoperability,
accessibility, discovery
• An expanded definition of impact brings
new kinds of content and new metrics
King, Christopher (2012) Thomson Reuters Annual Report
http://ar.thomsonreuters.com/_files/pdf/MultiauthorPapers_ChrisKing.pdf
Adams, Jonathan. "Collaborations: the fourth age of research."
Nature 497.7451 (2013): 557-560.
 Amgen: 47 of 53 “landmark” oncology publications could
not be reproduced
 Bayer: 43 of 67 oncology & cardiovascular projects were
based on contradictory results
 Dr. John Ioannidis: 432 publications purporting sex
differences in hypertension, multiple sclerosis, or lung
cancer. Only one data set was reproducible
There is no gold standard
Pochoda, Phil. "The big one: The epistemic system break in scholarly monograph
publishing." new media & society 15.3 (2013): 359-378.
Authors Publishers
Printers
Shippers
Booksellers
Readers
Pochoda, Phil. "The big one: The epistemic system break in scholarly monograph
publishing." new media & society 15.3 (2013): 359-378.
Authors Publishers
Printers
Shippers
Booksellers
Readers
1770
AuthorsReaders Internet
Research is changing
Publishers
Repositories
Professional
Websites
Challenges for Repositories
• The world is leaning green
• Repositories thus have an
essential role
• Repositories aren’t in the
workflow of a researcher, neither
in search for new ideas nor in
presentation of their work
The Ouroboros problem
• repositories need content
deposited to get usage, and
they need usage to get
deposits
• Discovery tools can address
usage and usage will
promote content
– scholarly outputs are papers,
datasets, code, and more.
New forms of discovery
• personalized recommendations based on
reading history
• related articles
• recommender frameworks
–implement recommendations as a
service
• third-party recommender services
–serve niche audiences
research impacts more than authors
http://altmetrics.org/manifesto/
...and aggregates research
data in the cloud
Mendeley extracts
research data…
Install
Mendeley Desktop
Collecting rich signals
from domain experts.
Home Work Mobile
Cloud Library
Shared Folder
Mendeley Research Catalog
Mendeley Research Catalog
Read papers + keep track of notes
470M documents
Taking some misery out of writing
Information Extraction
We are publishing this data to the LOD cloud
http://code-research.eu/
Defining readership
• Each document addition is a
“read”
• stamped with metadata
describing the context of the read
event
• a read is like a citation, but faster
and captures more
research impacts more than authors
http://altmetrics.org/manifesto/
Readership vs. citations
• it comes with a payload of
metadata
• it accrues faster
• it illuminates previously
hidden impact
http://arxiv.org/html/1203.4745v1
altmetrics show broader impact
http://dx.doi.org/10.3789/isqv25no2.2013.04
http://www.asis.org/Bulletin/Apr-13/AprMay13_Lin_Fenner.html
altmetrics show broader impact
Issues To Be Addressed
• Identity
• Privacy
• Attribution
• Gaming
• Filtration
standards/
best practice
 Amgen: 47 of 53 “landmark” oncology publications could
not be reproduced
 Bayer: 43 of 67 oncology & cardiovascular projects were
based on contradictory results
 Dr. John Ioannidis: 432 publications purporting sex
differences in hypertension, multiple sclerosis, or lung
cancer. Only one data set was reproducible
There is no gold standard
Cultural skew is important
South America is weak on N.A. social media, strong on Mendeley
What would people build if they
could get the data?
• Impact Story – get credit for all your work
• PLOS ALM – article-level metrics for
papers
• Plum Analytics – bespoke analytics for
libraries (EBSCO)
• Altmetric.com – altmetrics for publishers.
(Digital Science)
www.mendeley.com
william.gunn@mendeley.com
@mrgunn

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