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Role of Social Media for Filtering
and Assessing Research
(altmetrics)
Gunther Eysenbach MD MPH FACMI
Twitter: @eysenbach
Editor/Publisher,
JMIR Publications @JMedInternetRes
www.jmir.org
Professor
Department of Health Policy, Management and
Evaluation, University of Toronto;
Senior Scientist,
Centre for Global eHealth Innovation,

Epublishing and Open Access Research Group
PI, Consumer Health Informatics & Public Health
Informatics Lab
Techna Institute
Co-Director, Communication & Knowledge
Translation
Director, Medicine 2.0 Conference Series
Medicine 2.0 Hawaii
Nov 13-14, 2014
Abstracts due Mar 12, 2014

Medicine 2.0 Europe
Oct 9-10, 2014
Abstracts due Mar 12, 2014

http://medicine20congress.com
What I will talk about
• Social Media as filtering tool
• Using these data to develop new metrics
(altmetrics, infodemiology metrics, “twimpact
factor”) and to filter research
Social Media Dissemination

Social Media
Analytics (big
data,altmetrics,
infodemiology)
Endusers

Scientists, Funders
Disclosure – Commercial Interests
• Founder, Publisher, CEO of JMIR Publications
• Co-founder, CSO of TrendMD (social-media
based filtering and recommendation widget of
the literature)
• First open access journal in health informatics/health services
research (1999)
• First electronic-only journal in health informatics/health services
research
• Among of the first OA journals in medicine (before BMC, PLoS etc),
cofounder of OASPA (OA Publisher Assoc)
• No commercial publisher involved, created by scientists for
scientists
• 6 new sister journals (JMIR Res Protoc, JMIR Mhealth, …)
• First ehealth journal publishing daily (since 2013)
• First to systematically collect and analyze altmetrics / social impact
metrics (tweets) (since 2008)
• Ranked #1 journal in its field (by impact factor [JIF: 3.8], number of
articles published, and social media impact)
JMIR is top-ranked by Impact Factor
…but citation-based metrics such as
the Impact Factor are imperfect
• Intransparent, proprietary
• Journal-level, not article-level (top journals
publish low-impact work as well)
• Not timely (3-year delay) / not real-time
• New journals not captured
• Very narrow definition of “impact”
– impact within scientific community
– What about “social impact”? Impact on endusers and the public?
The Filtering Role of Social Media
…complementing the filtering role of
journals
J Med Internet Res
www.jmir.org
Twitter:
@JMedInternetRes
“Top tweeted” articles
Proposed (and used) new metrics:
“Twimpact Factor” & “Twindex”
Proposed metrics
• “Twimpact Factor”: absolute number of
tweets within 7 days after publication
• “Twindex”: rank percentile of the article by
twimpact factor compared to a comparator

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
What is the correlation between social
media metrics and traditional metrics?

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
Correlation between tweetations (after 7
days) and citations (17-20 mo later)

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
“Twimpact Factor” predicts citations
• Highly tweeted articles were 11 times more
likely to be highly cited than less-tweeted
articles
• Top-cited articles can be predicted from toptweeted articles with 93% specificity and 75%
sensitivity WITHIN THE FIRST 3 DAYS OF
PUBLICATION. “

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
Timely: We can measure social [media]
impact within 3 days

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
Citation impact vs social [media]
impact

Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and
Correlation with Traditional Metrics of Scientific Impact
J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
Main limitations/questions of the
“twimpact factor”
• Generalizable to other journals?
• How robust are these findings over time
(manipulations, changed behavior of scientists)
Btw: The “twimpact” paper was highly
tweeted…
… and in <2 yrs accumulated almost as many
citations as a similar 9 year-old BMJ paper
TrendMD
• Filtering and literature
alerts based on social media
activity
• Social ranking of articles
• Recommendations of
related articles based on
content similarity and social
media mentions (widget on
journal publisher site)
Conclusions
• New metrics are needed to filter what
researchers should pay attention to – social
media metrics can complement citation metrics
• Twimpact Factor and Twindex are new metrics
(“altmetrics”) which have been shown to be
correlated to citation metrics (Eysenbach 2011)
• Altmetrics.com, impact story, TrendMD are
emerging tools
Thank you!
Dr Gunther Eysenbach
@eysenbach, @medicine20, @JMedInternetRes
Email: geysenba at uhnres.utoronto.ca or @gmail.com,

My peer-reviewed Journal(s): http://www.jmir.org
My Blog: http://gunther-eysenbach.blogspot.com
My Conference Series: http://www.medicine20congress.com
Join us at #med2 Medicine 2.0 in Hawaii, Nov 22-23 2014 !!
My Slides: http://www.slideshare.net/eysen
Funding
Change Foundation, Canadian Institutes for Health Research, NSERC, European Union, SSHRC

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AMIA 2013 Social Medica Panel

  • 1. Role of Social Media for Filtering and Assessing Research (altmetrics) Gunther Eysenbach MD MPH FACMI Twitter: @eysenbach Editor/Publisher, JMIR Publications @JMedInternetRes www.jmir.org Professor Department of Health Policy, Management and Evaluation, University of Toronto; Senior Scientist, Centre for Global eHealth Innovation, Epublishing and Open Access Research Group PI, Consumer Health Informatics & Public Health Informatics Lab Techna Institute Co-Director, Communication & Knowledge Translation Director, Medicine 2.0 Conference Series
  • 2. Medicine 2.0 Hawaii Nov 13-14, 2014 Abstracts due Mar 12, 2014 Medicine 2.0 Europe Oct 9-10, 2014 Abstracts due Mar 12, 2014 http://medicine20congress.com
  • 3. What I will talk about • Social Media as filtering tool • Using these data to develop new metrics (altmetrics, infodemiology metrics, “twimpact factor”) and to filter research
  • 4. Social Media Dissemination Social Media Analytics (big data,altmetrics, infodemiology) Endusers Scientists, Funders
  • 5. Disclosure – Commercial Interests • Founder, Publisher, CEO of JMIR Publications • Co-founder, CSO of TrendMD (social-media based filtering and recommendation widget of the literature)
  • 6.
  • 7. • First open access journal in health informatics/health services research (1999) • First electronic-only journal in health informatics/health services research • Among of the first OA journals in medicine (before BMC, PLoS etc), cofounder of OASPA (OA Publisher Assoc) • No commercial publisher involved, created by scientists for scientists • 6 new sister journals (JMIR Res Protoc, JMIR Mhealth, …) • First ehealth journal publishing daily (since 2013) • First to systematically collect and analyze altmetrics / social impact metrics (tweets) (since 2008) • Ranked #1 journal in its field (by impact factor [JIF: 3.8], number of articles published, and social media impact)
  • 8. JMIR is top-ranked by Impact Factor
  • 9. …but citation-based metrics such as the Impact Factor are imperfect • Intransparent, proprietary • Journal-level, not article-level (top journals publish low-impact work as well) • Not timely (3-year delay) / not real-time • New journals not captured • Very narrow definition of “impact” – impact within scientific community – What about “social impact”? Impact on endusers and the public?
  • 10. The Filtering Role of Social Media …complementing the filtering role of journals
  • 11. J Med Internet Res www.jmir.org Twitter: @JMedInternetRes
  • 13. Proposed (and used) new metrics: “Twimpact Factor” & “Twindex”
  • 14. Proposed metrics • “Twimpact Factor”: absolute number of tweets within 7 days after publication • “Twindex”: rank percentile of the article by twimpact factor compared to a comparator Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 15. What is the correlation between social media metrics and traditional metrics? Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 16. Correlation between tweetations (after 7 days) and citations (17-20 mo later) Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 17. “Twimpact Factor” predicts citations • Highly tweeted articles were 11 times more likely to be highly cited than less-tweeted articles • Top-cited articles can be predicted from toptweeted articles with 93% specificity and 75% sensitivity WITHIN THE FIRST 3 DAYS OF PUBLICATION. “ Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 18. Timely: We can measure social [media] impact within 3 days Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 19. Citation impact vs social [media] impact Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact J Med Internet Res 2011;13(4):e123. URL: http://www.jmir.org/2011/4/e123/
  • 20. Main limitations/questions of the “twimpact factor” • Generalizable to other journals? • How robust are these findings over time (manipulations, changed behavior of scientists)
  • 21. Btw: The “twimpact” paper was highly tweeted…
  • 22. … and in <2 yrs accumulated almost as many citations as a similar 9 year-old BMJ paper
  • 23.
  • 24. TrendMD • Filtering and literature alerts based on social media activity • Social ranking of articles • Recommendations of related articles based on content similarity and social media mentions (widget on journal publisher site)
  • 25. Conclusions • New metrics are needed to filter what researchers should pay attention to – social media metrics can complement citation metrics • Twimpact Factor and Twindex are new metrics (“altmetrics”) which have been shown to be correlated to citation metrics (Eysenbach 2011) • Altmetrics.com, impact story, TrendMD are emerging tools
  • 26. Thank you! Dr Gunther Eysenbach @eysenbach, @medicine20, @JMedInternetRes Email: geysenba at uhnres.utoronto.ca or @gmail.com, My peer-reviewed Journal(s): http://www.jmir.org My Blog: http://gunther-eysenbach.blogspot.com My Conference Series: http://www.medicine20congress.com Join us at #med2 Medicine 2.0 in Hawaii, Nov 22-23 2014 !! My Slides: http://www.slideshare.net/eysen Funding Change Foundation, Canadian Institutes for Health Research, NSERC, European Union, SSHRC