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Björn Brembs
Universität Regensburg
http://brembs.net
Institutions produce texts,
data and software
Dysfunctional scholarly
literature
• Limited access
• No global search
• No functional hyperlinks
• No flexible data
visualization
• No submission
standards
• (Almost) no statistics
• No text/data-mining
• No effective way to
sort, filter and discover
• No scientific impact
analysis
• No networking feature
• etc.
…it’s like the
web in 1995!
Scientific data in peril
Non-existent software
archives
• Institutional email
• Institutional
webspace
• Institutional blog
• Library access card
• Open access
repository
• No archiving of texts
• No archiving of code
• No archiving of data
Only read publications from high-ranking journals
Publikationstätigkeit
(vollständige Publikationsliste, darunter Originalarbeiten als Erstautor/in,
Seniorautor/in, Impact-Punkte insgesamt und in den letzten 5 Jahren,
darunter jeweils gesondert ausgewiesen als Erst- und Seniorautor/in,
persönlicher Scientific Citations Index (SCI, h-Index nach Web of
Science) über alle Arbeiten)
Publications:
Complete list of publications, including original research papers as first
author, senior author, impact points total and in the last 5 years, with
marked first and last-authorships, personal Scientific Citations Index
(SCI, h-Index according to Web of Science) for all publications.
Only read publications from high-ranking journals
Only publish in high-ranking journals
Brown, E. N., & Ramaswamy, S. (2007). Quality of protein crystal structures. Acta Crystallographica
Section D Biological Crystallography, 63(9), 941–950. doi:10.1107/S0907444907033847
Munafò, M., Stothart, G., & Flint, J. (2009). Bias in genetic association studies and impact factor Molecular
Psychiatry, 14 (2), 119-120 DOI: 10.1038/mp.2008.77
Brembs, B., Button, K., & Munafò, M. (2013). Deep impact: unintended consequences of journal
rank. Frontiers in Human Neuroscience, 7. doi:10.3389/fnhum.2013.00291
Fang et al. (2012): Misconduct accounts for the majority of retracted scientific publications. PNAS 109 no. 42 17028-17033
Data from: Fang, F., & Casadevall, A. (2011). RETRACTED SCIENCE AND THE RETRACTION INDEX Infection and Immunity DOI: 10.1128/IAI.05661-11
Journal rank is a figment of
our imagination.
“High-Impact” journals attract
the most unreliable research
(Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. Nature 495, 426–9;
Packer, A. L. (2010). The SciELO Open Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126)
Costs[thousandUS$/article]
Legacy SciELO
The disaster that is our
digital infrastructure
Science, tear down this
paywall!
(Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. Nature 495, 426–9;
Packer, A. L. (2010). The SciELO Open Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126)
Potentialforinnovation:9.8bp.a.
Costs[thousandUS$/article]
Legacy SciELO
• Harvest all accessible publications
– Database with single interface
– Not just from green repositories
– Everything that is not obviously illegal
• Integrate resulting database
– PubMed
– Google Scholar
• Plug the gaps:
• Global search and access for all literature, code
and data
• Intelligent sort, filter and discover
functionalities
• Scientific, evidence-based reputation system
• Authoring tool for collaborative writing and
single-click submission
• Orders of magnitude cheaper: US$90/paper
(e.g. SciELO) vs. US$5,000/paper (subscription)
Divide et impera: Don't let publishers distract you
Source: Mike Taylor
Remember the mission
We're not groping towards cost savings.
Source: Mike Taylor
Remember the mission
We're not groping towards cost savings.
We're transforming what research is and how it's used.
Source: Mike Taylor
A1 A2
C12
time
citations
published
articles
published
year 1 year 2 year 3
Introduced in 1950’s by Eugene Garfield: ISI
40 60
100
time
citations
published
articles
published
year 1 year 2 year 3
Introduced in 1950’s by Eugene Garfield: ISI
Journal X IF 2010=
All citations from TR indexed journals in 2012 to papers in journal X
Number of citable articles published in journal X in 20010/11
€30,000-130,000/year subscription rates
Covers ~11,500 journals (Scopus covers ~16,500)
• Negotiable
• Irreproducible
• Mathematically
unsound
• PLoS Medicine, IF 2-11 (8.4)
(The PLoS Medicine Editors (2006) The Impact Factor Game. PLoS Med 3(6): e291.
http://www.plosmedicine.org/article/info:doi/10.1371%2Fjournal.pmed.0030291)
• Current Biology IF from 7 to 11 in
2003
– Bought by Cell Press (Elsevier) in 2001…
• Rockefeller University Press bought their
data from Thomson Reuters
• Up to 19% deviation from published records
• Second dataset still not correct
Rossner M, van Epps H, Hill E (2007): Show
me the data. The Journal of Cell Biology, Vol.
179, No. 6, 1091-1092
http://jcb.rupress.org/cgi/content/full/179/6/1091
• Left-skewed distributions
• Weak correlation of individual article citation
rate with journal IF
Seglen PO (1997): Why the impact factor of journals should not be used for evaluating research. BMJ 1997;314(7079):497 (15 February)
http://www.bmj.com/cgi/content/full/314/7079/497

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Scientific Literature and Data Infrastructure in Need of Reform

  • 4. • Limited access • No global search • No functional hyperlinks • No flexible data visualization • No submission standards • (Almost) no statistics • No text/data-mining • No effective way to sort, filter and discover • No scientific impact analysis • No networking feature • etc. …it’s like the web in 1995!
  • 6.
  • 7.
  • 8.
  • 9.
  • 11.
  • 12.
  • 13. • Institutional email • Institutional webspace • Institutional blog • Library access card • Open access repository • No archiving of texts • No archiving of code • No archiving of data
  • 14.
  • 15. Only read publications from high-ranking journals
  • 16.
  • 17. Publikationstätigkeit (vollständige Publikationsliste, darunter Originalarbeiten als Erstautor/in, Seniorautor/in, Impact-Punkte insgesamt und in den letzten 5 Jahren, darunter jeweils gesondert ausgewiesen als Erst- und Seniorautor/in, persönlicher Scientific Citations Index (SCI, h-Index nach Web of Science) über alle Arbeiten) Publications: Complete list of publications, including original research papers as first author, senior author, impact points total and in the last 5 years, with marked first and last-authorships, personal Scientific Citations Index (SCI, h-Index according to Web of Science) for all publications.
  • 18. Only read publications from high-ranking journals
  • 19. Only publish in high-ranking journals
  • 20. Brown, E. N., & Ramaswamy, S. (2007). Quality of protein crystal structures. Acta Crystallographica Section D Biological Crystallography, 63(9), 941–950. doi:10.1107/S0907444907033847
  • 21. Munafò, M., Stothart, G., & Flint, J. (2009). Bias in genetic association studies and impact factor Molecular Psychiatry, 14 (2), 119-120 DOI: 10.1038/mp.2008.77
  • 22. Brembs, B., Button, K., & Munafò, M. (2013). Deep impact: unintended consequences of journal rank. Frontiers in Human Neuroscience, 7. doi:10.3389/fnhum.2013.00291
  • 23. Fang et al. (2012): Misconduct accounts for the majority of retracted scientific publications. PNAS 109 no. 42 17028-17033
  • 24. Data from: Fang, F., & Casadevall, A. (2011). RETRACTED SCIENCE AND THE RETRACTION INDEX Infection and Immunity DOI: 10.1128/IAI.05661-11
  • 25. Journal rank is a figment of our imagination.
  • 26. “High-Impact” journals attract the most unreliable research
  • 27.
  • 28. (Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. Nature 495, 426–9; Packer, A. L. (2010). The SciELO Open Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126) Costs[thousandUS$/article] Legacy SciELO
  • 29.
  • 30.
  • 31.
  • 32.
  • 33. The disaster that is our digital infrastructure
  • 34. Science, tear down this paywall!
  • 35.
  • 36. (Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. Nature 495, 426–9; Packer, A. L. (2010). The SciELO Open Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126) Potentialforinnovation:9.8bp.a. Costs[thousandUS$/article] Legacy SciELO
  • 37.
  • 38.
  • 39. • Harvest all accessible publications – Database with single interface – Not just from green repositories – Everything that is not obviously illegal • Integrate resulting database – PubMed – Google Scholar • Plug the gaps:
  • 40.
  • 41. • Global search and access for all literature, code and data • Intelligent sort, filter and discover functionalities • Scientific, evidence-based reputation system • Authoring tool for collaborative writing and single-click submission • Orders of magnitude cheaper: US$90/paper (e.g. SciELO) vs. US$5,000/paper (subscription)
  • 42. Divide et impera: Don't let publishers distract you Source: Mike Taylor
  • 43. Remember the mission We're not groping towards cost savings. Source: Mike Taylor
  • 44. Remember the mission We're not groping towards cost savings. We're transforming what research is and how it's used. Source: Mike Taylor
  • 45. A1 A2 C12 time citations published articles published year 1 year 2 year 3 Introduced in 1950’s by Eugene Garfield: ISI
  • 46. 40 60 100 time citations published articles published year 1 year 2 year 3 Introduced in 1950’s by Eugene Garfield: ISI
  • 47. Journal X IF 2010= All citations from TR indexed journals in 2012 to papers in journal X Number of citable articles published in journal X in 20010/11 €30,000-130,000/year subscription rates Covers ~11,500 journals (Scopus covers ~16,500)
  • 48. • Negotiable • Irreproducible • Mathematically unsound
  • 49. • PLoS Medicine, IF 2-11 (8.4) (The PLoS Medicine Editors (2006) The Impact Factor Game. PLoS Med 3(6): e291. http://www.plosmedicine.org/article/info:doi/10.1371%2Fjournal.pmed.0030291) • Current Biology IF from 7 to 11 in 2003 – Bought by Cell Press (Elsevier) in 2001…
  • 50.
  • 51.
  • 52.
  • 53.
  • 54.
  • 55. • Rockefeller University Press bought their data from Thomson Reuters • Up to 19% deviation from published records • Second dataset still not correct Rossner M, van Epps H, Hill E (2007): Show me the data. The Journal of Cell Biology, Vol. 179, No. 6, 1091-1092 http://jcb.rupress.org/cgi/content/full/179/6/1091
  • 56. • Left-skewed distributions • Weak correlation of individual article citation rate with journal IF Seglen PO (1997): Why the impact factor of journals should not be used for evaluating research. BMJ 1997;314(7079):497 (15 February) http://www.bmj.com/cgi/content/full/314/7079/497