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Altmetric
Bruno Aliprandi
9.10.2014, EDUCAFE, METID – Politecnico di Milano
• Altmetric
• Manifesto
• altmetrics is the creation and study of new metrics
based on the Social Web for analyzing, and
informing scholarship.
• J. Priem, D. Taraborelli, P. Groth, C. Neylon (2010), Altmetrics: A manifesto, (v.1.0),
26 October 2010. http://altmetrics.org/manifesto
Peer-review
Citation counting
Journal Impact Factor (JIF)
As the volume of academic literature explodes, scholars rely on filters to select
the most relevant and significant sources from the rest.
Tomorrow’s filters: Altmetrics
In growing numbers, scholars are moving their
everyday work to the web.
Online reference managers Zotero and
Mendeley each claim to store over 40 million
articles
as many as a third of scholars are on Twitter,
and a growing number tend scholarly blogs.
• That hallway conversation about a recent
finding has moved to blogs and social
networks–now, we can listen in.
• The local genomics dataset has moved to an
online repository–now, we can track it.
• The sharing of “raw science” like datasets, code, and
experimental designs
• Semantic publishing or “nanopublication,” where the
citeable unit is an argument or passage rather than
entire article.
• Widespread self-publishing via blogging,
microblogging, and comments or annotations on
existing work.
Altmetrics expand our view of what impact looks
like, but also of what’s making the impact.
• How can altmetrics improve existing filters?
• With altmetrics, we can crowdsource peer-
review.
Altmetric tools
• http://altmetrics.org/tools/
• ImpactStory
• ReaderMeter
• ScienceCard
• PLoS Impact Explorer
• PaperCritic
• Crowdometer
• Altmetric Today
• http://www.altmetric.com/products.php
•
• http://www.altmetric.com/aboutexplorer.php
• http://www.altmetric.com/bookmarklet.php
•
• http://www.altmetric.com/details.php?citation_id=497618&src=bookmarklet
•
• http://www.altmetric.com/api.php
• http://www.altmetric.com/badges.php
• Party papers or policy discussions: an
examination of highly shared papers using
altmetric data
• http://www.researchtrends.com/issue-36-march-2014/highly-shared-papers/
• Social Activity (e.g. Tweets and Facebook mentions)
• Mass Media (e.g. mentions on news sites such as BBC and CNN)
• Scholarly Commentary (e.g. mentions in scientific blogs)
• Scholarly Activity (e.g. articles in reader libraries such as Mendeley)
• Methodology
• Data were collected from the Altmetric.com API over four months ending January 17th, 2014
• 13,793 articles
• Table 1 - Cohorts of articles based on the frequency of online attention within each class.
Cohorts
Number of articles
included
0.5% 69
1% 138
2.5% 347
5% 691
7.5% 1,045
10% 1,384
15% 2,095
20% 2,775
25% 3,539
30% 4,332
100% 13,793
the 69 papers comprising the top 0.5% of social activity
comprise 91,470 social actions
445 mass media mentions
540 scholarly comments
1,571 scholarly actions
the 69 papers comprising the top 0.5% of mass media activity
comprise 2,638 mass media mentions
16,221 social actions
779 scholarly comments
4,856 scholarly actions
• Analysis
• Of the 69 articles belonging to the 0.5% cohort in the Social Activity class
just 8 of them are full-length articles reporting the results of original research.
The remainder are typically editorial features or news items from leading weekly
journals such as The Lancet, BMJ and Nature
The remaining 61 articles cover a variety of topics including several on topics close
to the heart of the academy: research careers, science funding, the future of higher
education and scholarly publishing.
Social media attention: An indicator of scholarly impact or
simply newsworthiness?
Mass
media
Scholarly
activity
Scholarly
commentary
Social
activity
Mass media 11 31 5
Scholarly
activity 14 2
Scholarly
commentary 15
Social activity
• Conclusions
• It is clear from this exploratory work that altmetrics hold great promise as a
source of data, indicators and insights about online attention, usage and impact
of published research outputs.
• What is currently less certain is the underlying nature of what is being
measured by current indicators represented within the four broad classes
analysed here, and what can (and cannot) be read into them for the purposes
of assigning credit or assessing research impact at the level of individual
researchers, journals, institutions or countries.

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Altmetrics Apps: new approaches to measure the impact of scientific pubblications

  • 1. Altmetric Bruno Aliprandi 9.10.2014, EDUCAFE, METID – Politecnico di Milano
  • 2. • Altmetric • Manifesto • altmetrics is the creation and study of new metrics based on the Social Web for analyzing, and informing scholarship. • J. Priem, D. Taraborelli, P. Groth, C. Neylon (2010), Altmetrics: A manifesto, (v.1.0), 26 October 2010. http://altmetrics.org/manifesto
  • 3. Peer-review Citation counting Journal Impact Factor (JIF) As the volume of academic literature explodes, scholars rely on filters to select the most relevant and significant sources from the rest.
  • 4. Tomorrow’s filters: Altmetrics In growing numbers, scholars are moving their everyday work to the web. Online reference managers Zotero and Mendeley each claim to store over 40 million articles as many as a third of scholars are on Twitter, and a growing number tend scholarly blogs.
  • 5. • That hallway conversation about a recent finding has moved to blogs and social networks–now, we can listen in. • The local genomics dataset has moved to an online repository–now, we can track it.
  • 6. • The sharing of “raw science” like datasets, code, and experimental designs • Semantic publishing or “nanopublication,” where the citeable unit is an argument or passage rather than entire article. • Widespread self-publishing via blogging, microblogging, and comments or annotations on existing work. Altmetrics expand our view of what impact looks like, but also of what’s making the impact.
  • 7. • How can altmetrics improve existing filters? • With altmetrics, we can crowdsource peer- review.
  • 8. Altmetric tools • http://altmetrics.org/tools/ • ImpactStory • ReaderMeter • ScienceCard • PLoS Impact Explorer • PaperCritic • Crowdometer
  • 9. • Altmetric Today • http://www.altmetric.com/products.php • • http://www.altmetric.com/aboutexplorer.php • http://www.altmetric.com/bookmarklet.php • • http://www.altmetric.com/details.php?citation_id=497618&src=bookmarklet • • http://www.altmetric.com/api.php • http://www.altmetric.com/badges.php
  • 10. • Party papers or policy discussions: an examination of highly shared papers using altmetric data • http://www.researchtrends.com/issue-36-march-2014/highly-shared-papers/
  • 11. • Social Activity (e.g. Tweets and Facebook mentions) • Mass Media (e.g. mentions on news sites such as BBC and CNN) • Scholarly Commentary (e.g. mentions in scientific blogs) • Scholarly Activity (e.g. articles in reader libraries such as Mendeley)
  • 12. • Methodology • Data were collected from the Altmetric.com API over four months ending January 17th, 2014 • 13,793 articles
  • 13. • Table 1 - Cohorts of articles based on the frequency of online attention within each class. Cohorts Number of articles included 0.5% 69 1% 138 2.5% 347 5% 691 7.5% 1,045 10% 1,384 15% 2,095 20% 2,775 25% 3,539 30% 4,332 100% 13,793
  • 14. the 69 papers comprising the top 0.5% of social activity comprise 91,470 social actions 445 mass media mentions 540 scholarly comments 1,571 scholarly actions the 69 papers comprising the top 0.5% of mass media activity comprise 2,638 mass media mentions 16,221 social actions 779 scholarly comments 4,856 scholarly actions
  • 15. • Analysis • Of the 69 articles belonging to the 0.5% cohort in the Social Activity class just 8 of them are full-length articles reporting the results of original research. The remainder are typically editorial features or news items from leading weekly journals such as The Lancet, BMJ and Nature The remaining 61 articles cover a variety of topics including several on topics close to the heart of the academy: research careers, science funding, the future of higher education and scholarly publishing.
  • 16. Social media attention: An indicator of scholarly impact or simply newsworthiness? Mass media Scholarly activity Scholarly commentary Social activity Mass media 11 31 5 Scholarly activity 14 2 Scholarly commentary 15 Social activity
  • 17.
  • 18. • Conclusions • It is clear from this exploratory work that altmetrics hold great promise as a source of data, indicators and insights about online attention, usage and impact of published research outputs. • What is currently less certain is the underlying nature of what is being measured by current indicators represented within the four broad classes analysed here, and what can (and cannot) be read into them for the purposes of assigning credit or assessing research impact at the level of individual researchers, journals, institutions or countries.