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Scientific and technical foundation for altmetrics in the US 
William Gunn, Ph.D. 
Head of Academic Outreach 
Mendeley 
@mrgunn 
https://orcid.org/0000-0002-3555-2054
Why altmetrics? 
http://www.stm-assoc.org/2009_10_13_MWC_STM_Report.pdf 
•978 data repositories 
•19 funder policies 
•16 data journals New forms of scholarship need new metrics.
Problems with Impact Factor
Country 
Documents 
Citable documents 
Citations 
Self- Citations 
Citations per Document 
H index 
United States 
7,063,329 
6,672,307 
129,540,193 
62,480,425 
20.45 
1,380 
China 
2,680,395 
2,655,272 
11,253,119 
6,127,507 
6.17 
385 
United Kingdom 
1,918,650 
1,763,766 
31,393,290 
7,513,112 
18.29 
851 
Germany 
1,782,920 
1,704,566 
25,848,738 
6,852,785 
16.16 
740 
Japan 
1,776,473 
1,734,289 
20,347,377 
6,073,934 
12.11 
635 
France 
1,283,370 
1,229,376 
17,870,597 
4,151,730 
15.6 
681 
Canada 
993,461 
946,493 
15,696,168 
3,050,504 
18.5 
658 
Italy 
959,688 
909,701 
12,719,572 
2,976,533 
15.26 
588 
Spain 
759,811 
715,452 
8,688,942 
2,212,008 
13.89 
476 
India 
750,777 
716,232 
4,528,302 
1,585,248 
7.99 
301 
Problems with Impact Factor
http://www.plosmedicine.org/article/info:doi/10.1371/journal.pmed.0030291 
Problems with Impact Factor 
During discussions with Thomson Scientific over which article types in PLoS Medicine the company deems as “citable,” it became clear that the process of determining a journal's impact factor is unscientific and arbitrary.”
The higher the impact factor, the more likely the research is to be retracted, partly due to intense competition. 
http://bjoern.brembs.net/news766.html.11 
What matters is who is reading your work! 
There is no correlation between the number a citations an article receives and the impact factor of the journal. http://www.bmj.com/content/314/7079/497.1.full
Adams, Jonathan. "Collaborations: the fourth age of research." Nature 497.7451 (2013): 557-560.
King, Christopher (2012) Thomson Reuters Annual Report 
http://ar.thomsonreuters.com/_files/pdf/MultiauthorPapers_ChrisKing.pdf
What are altmetrics? 
Research impacts more than authors
http://dx.doi.org/10.3789/isqv25no2.2013.04
Citations are slow
Mendeley is fast
Professors on Mendeley tend to be in applied math, stats, and physics. 
Graduate students on Mendeley tend to be in engineering disciplines. 
http://dx.doi.org/10.6084/m9.figshare.1041819
Cell Biology and Neuroscience are highly active disciplines, relative to their output. 
Social sciences are highly active relative to their citations/paper 
http://dx.doi.org/10.6084/m9.figshare.1041819
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://www.asis.org/Bulletin/Apr-13/AprMay13_Lin_Fenner.html 
altmetrics show broader impact
Consistency is key 
http://www.niso.org/publications/isq/2013/v25no2/chamberlain/
Issues To Be Addressed 
•Identity 
•Privacy 
•Attribution 
•Gaming 
•Filtration 
standards/ best practice
NISO Altmetrics Standards 
Alfred P. Sloan Foundation 
American Library Association 
California Institute of Technology 
Center for Research Libraries 
EBSCO 
Elsevier 
Harvard 
Internet Archive 
Wiley 
Library and Information Technology Association 
Library of Congress 
Los Alamos National Laboratory 
National Institutes of Health 
National Library of Medicine 
OCLC 
Princeton 
Columbia 
Smithsonian 
Stanford 
…
NISO Altmetrics Standards 
•Types of sources: Mendeley, Twitter, Views, Downloads, Facebook 
•Quality of sources: collection, reporting, aggregation methods; provenance; availability 
•Use cases: discovery and assessment (of people and objects)
Types of sources 
Most altmetrics providers use the following: 
•Page views or downloads 
•Mendeley readers (articles only for now) 
•Tweets 
•FB events 
•Comments 
•Github
Quality of sources 
Collection methods vary & counts are inconsistent. Further study is needed. 
For reporting, transparency is key. Show raw data, not just a derived number. 
Aggregation of raw data is generally done by the recipient (institution, funder, publisher, author, etc) according to their need, instead of using one central source.
Quality of sources 
Understanding and open reporting of provenance is important for community buy-in and long term stability. 
Raw data should be available under open license, via API, with identifiers. 
Identifiers include DOI:object, ORCID:person, ISNI/Ringgold: institution 
Ex. This person(ORCID), at this institution (ISNI), released this object (DOI).
Use cases 
Two main use cases exist: Discovery and Evaluation 
Because the data sources remain variable, discovery can be done now. Accuracy of numbers matters less in recommendation than in assessment. Precision important for both.
Next Steps 
•NISO white paper will be in public comment period soon. 
•Working Groups will be established to develop best practices and standards. 
•Pending approval, NISO will issue recommended practice or published standard. 
•NISO to develop training to implement and adopt any recommended standards.
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 http://reproducibilityinitiative.org 
There is no gold standard
www.mendeley.com 
william.gunn@mendeley.com 
@mrgunn 
https://orcid.org/0000-0002-3555-2054
...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

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The Scientific and Technical Foundation for Altmetrics in the United States

  • 1. Scientific and technical foundation for altmetrics in the US William Gunn, Ph.D. Head of Academic Outreach Mendeley @mrgunn https://orcid.org/0000-0002-3555-2054
  • 2. Why altmetrics? http://www.stm-assoc.org/2009_10_13_MWC_STM_Report.pdf •978 data repositories •19 funder policies •16 data journals New forms of scholarship need new metrics.
  • 4. Country Documents Citable documents Citations Self- Citations Citations per Document H index United States 7,063,329 6,672,307 129,540,193 62,480,425 20.45 1,380 China 2,680,395 2,655,272 11,253,119 6,127,507 6.17 385 United Kingdom 1,918,650 1,763,766 31,393,290 7,513,112 18.29 851 Germany 1,782,920 1,704,566 25,848,738 6,852,785 16.16 740 Japan 1,776,473 1,734,289 20,347,377 6,073,934 12.11 635 France 1,283,370 1,229,376 17,870,597 4,151,730 15.6 681 Canada 993,461 946,493 15,696,168 3,050,504 18.5 658 Italy 959,688 909,701 12,719,572 2,976,533 15.26 588 Spain 759,811 715,452 8,688,942 2,212,008 13.89 476 India 750,777 716,232 4,528,302 1,585,248 7.99 301 Problems with Impact Factor
  • 5. http://www.plosmedicine.org/article/info:doi/10.1371/journal.pmed.0030291 Problems with Impact Factor During discussions with Thomson Scientific over which article types in PLoS Medicine the company deems as “citable,” it became clear that the process of determining a journal's impact factor is unscientific and arbitrary.”
  • 6. The higher the impact factor, the more likely the research is to be retracted, partly due to intense competition. http://bjoern.brembs.net/news766.html.11 What matters is who is reading your work! There is no correlation between the number a citations an article receives and the impact factor of the journal. http://www.bmj.com/content/314/7079/497.1.full
  • 7. Adams, Jonathan. "Collaborations: the fourth age of research." Nature 497.7451 (2013): 557-560.
  • 8. King, Christopher (2012) Thomson Reuters Annual Report http://ar.thomsonreuters.com/_files/pdf/MultiauthorPapers_ChrisKing.pdf
  • 9. What are altmetrics? Research impacts more than authors
  • 13. Professors on Mendeley tend to be in applied math, stats, and physics. Graduate students on Mendeley tend to be in engineering disciplines. http://dx.doi.org/10.6084/m9.figshare.1041819
  • 14. Cell Biology and Neuroscience are highly active disciplines, relative to their output. Social sciences are highly active relative to their citations/paper http://dx.doi.org/10.6084/m9.figshare.1041819
  • 15.
  • 16. Readership vs. citations •it comes with a payload of metadata •it accrues faster •it illuminates previously hidden impact
  • 19. Consistency is key http://www.niso.org/publications/isq/2013/v25no2/chamberlain/
  • 20. Issues To Be Addressed •Identity •Privacy •Attribution •Gaming •Filtration standards/ best practice
  • 21. NISO Altmetrics Standards Alfred P. Sloan Foundation American Library Association California Institute of Technology Center for Research Libraries EBSCO Elsevier Harvard Internet Archive Wiley Library and Information Technology Association Library of Congress Los Alamos National Laboratory National Institutes of Health National Library of Medicine OCLC Princeton Columbia Smithsonian Stanford …
  • 22. NISO Altmetrics Standards •Types of sources: Mendeley, Twitter, Views, Downloads, Facebook •Quality of sources: collection, reporting, aggregation methods; provenance; availability •Use cases: discovery and assessment (of people and objects)
  • 23. Types of sources Most altmetrics providers use the following: •Page views or downloads •Mendeley readers (articles only for now) •Tweets •FB events •Comments •Github
  • 24. Quality of sources Collection methods vary & counts are inconsistent. Further study is needed. For reporting, transparency is key. Show raw data, not just a derived number. Aggregation of raw data is generally done by the recipient (institution, funder, publisher, author, etc) according to their need, instead of using one central source.
  • 25. Quality of sources Understanding and open reporting of provenance is important for community buy-in and long term stability. Raw data should be available under open license, via API, with identifiers. Identifiers include DOI:object, ORCID:person, ISNI/Ringgold: institution Ex. This person(ORCID), at this institution (ISNI), released this object (DOI).
  • 26. Use cases Two main use cases exist: Discovery and Evaluation Because the data sources remain variable, discovery can be done now. Accuracy of numbers matters less in recommendation than in assessment. Precision important for both.
  • 27. Next Steps •NISO white paper will be in public comment period soon. •Working Groups will be established to develop best practices and standards. •Pending approval, NISO will issue recommended practice or published standard. •NISO to develop training to implement and adopt any recommended standards.
  • 28. 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 http://reproducibilityinitiative.org There is no gold standard
  • 29. www.mendeley.com william.gunn@mendeley.com @mrgunn https://orcid.org/0000-0002-3555-2054
  • 30. ...and aggregates research data in the cloud Mendeley extracts research data… Install Mendeley Desktop Collecting rich signals from domain experts.
  • 31. Home Work Mobile Cloud Library
  • 35. Read papers + keep track of notes 470M documents
  • 36. Taking some misery out of writing
  • 38. We are publishing this data to the LOD cloud http://code-research.eu/
  • 39. 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