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Stefanie Haustein
Analyzing, measuring
and visualizing the success
of interdisciplinarity
Interdisciplinarity
• Integration of data, methods and theories of disciplines
• Expected to derive results greater than the sum of its
disciplinary parts
• Central in science policy and research evaluation
Operationalization in bibliometrics
• Measured by co-citations
• Conflicting evidence regarding citation impact:
• lower citation impact
• higher citation impact
• no significant difference
Introduction
(e.g., Rinia, van Leeuwen & van Raan, 2002; Levitt & Thelwall, 2008; Larivière & Gingras, 2010)
(e.g., Adams, Jackson & Marshall, 2007)
(e.g., Larivière & Gingras, 2010; Uzzi et al., 2013; Yegros-Yegros, Rafols, & D’Este, 2015)
 Are interdisciplinary long-distance relationships worth
the effort?
• Does an interdisciplinary knowledge base increase
the citation impact of an article?
• Which combinations of subdisciplines lead to the
highest citation impact?
• How does the distance between co-cited
subdisciplines influence citation impact?
Research Questions
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
UCSD Map of Science
Dataset and Methods
Börner, K., Klavans, R., Patek, M., Zoss, A. M., Biberstine, J. R., Light, R. P., … Boyack, K. W. (2012). Design and Update of a Classification
System: The UCSD Map of Science. PLoS ONE, 7(7), e39464.
• 14 disciplines
• 544 subdisciplines
Dataset and Methods
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
11.1 million articles
2000-2012
Dataset and Methods
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
co-cited
Molecular
Ecology
Semiconducting
Materials
9.2 million
interdisciplinary articles
Dataset
co-cited
Molecular
Ecology
Molecular
Ecology
1.9 million
disciplinary articles
Dataset and Methods
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
≥30 articles
80,997 co-cited
subdiscipline pairs
distance on
the UCSD map
Dataset and Methods
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
5
citations
4.0
citations
7.5
citations
5.0/4.0
=1.25
5.0/7.5
=0.67
Expected citation rate in
Molecular Ecology
Expected citation rate in
Semiconducting Material
win lose
Citation impact
Results
Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
Percentage of pairs
win win70%
win lose27%
lose lose3%
Relativecitationrate
Distance category
near far
Citation impact and distance
Results
2,940 (5.19%) of 56,614 win-win edges
node color: discipline │ edge color: mix of adjacent nodes │ labels: subdiscipline with highest number of win-win relationships per
discipline (number and percentage of win-win relationships)
Number of papers citing win-win relationships (≥10,000 citing articles)
Results
943 (0.8%) of 113,228 win-win arcs
node color: discipline │ arc color: outgoing node (clock-wise) │ labels: strongest win-win relationships per discipline
(mean relative citation rate)
Relative citation rate of win-win relationships (≥5.0 mean citations)
• Co-citing articles from different subdisciplines leads to
above average citation impact.
• The more diverse the knowledge base, the higher the
citation impact.
 Findings support assumption that interdisciplinary
research leads to results greater than the sum of its
disciplinary parts.
Conclusions
Stefanie Haustein
Merci beaucoup!
stefanie.haustein@umontreal.ca @stefhaustein crc.ebsi.umontreal.ca

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Haustein, S. (2016). Analyzing, measuring and visualizing the success of interdisciplinarity.

  • 1. Stefanie Haustein Analyzing, measuring and visualizing the success of interdisciplinarity
  • 2. Interdisciplinarity • Integration of data, methods and theories of disciplines • Expected to derive results greater than the sum of its disciplinary parts • Central in science policy and research evaluation Operationalization in bibliometrics • Measured by co-citations • Conflicting evidence regarding citation impact: • lower citation impact • higher citation impact • no significant difference Introduction (e.g., Rinia, van Leeuwen & van Raan, 2002; Levitt & Thelwall, 2008; Larivière & Gingras, 2010) (e.g., Adams, Jackson & Marshall, 2007) (e.g., Larivière & Gingras, 2010; Uzzi et al., 2013; Yegros-Yegros, Rafols, & D’Este, 2015)
  • 3.  Are interdisciplinary long-distance relationships worth the effort? • Does an interdisciplinary knowledge base increase the citation impact of an article? • Which combinations of subdisciplines lead to the highest citation impact? • How does the distance between co-cited subdisciplines influence citation impact? Research Questions Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565.
  • 4. UCSD Map of Science Dataset and Methods Börner, K., Klavans, R., Patek, M., Zoss, A. M., Biberstine, J. R., Light, R. P., … Boyack, K. W. (2012). Design and Update of a Classification System: The UCSD Map of Science. PLoS ONE, 7(7), e39464. • 14 disciplines • 544 subdisciplines
  • 5. Dataset and Methods Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565. 11.1 million articles 2000-2012
  • 6. Dataset and Methods Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565. co-cited Molecular Ecology Semiconducting Materials 9.2 million interdisciplinary articles Dataset co-cited Molecular Ecology Molecular Ecology 1.9 million disciplinary articles
  • 7. Dataset and Methods Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565. ≥30 articles 80,997 co-cited subdiscipline pairs distance on the UCSD map
  • 8. Dataset and Methods Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565. 5 citations 4.0 citations 7.5 citations 5.0/4.0 =1.25 5.0/7.5 =0.67 Expected citation rate in Molecular Ecology Expected citation rate in Semiconducting Material win lose Citation impact
  • 9. Results Larivière, V., Haustein, S., & Börner, K. (2015). Long-Distance Interdisciplinarity Leads to Higher Scientific Impact. PLoS ONE, 10(3), e0122565. Percentage of pairs win win70% win lose27% lose lose3% Relativecitationrate Distance category near far Citation impact and distance
  • 10. Results 2,940 (5.19%) of 56,614 win-win edges node color: discipline │ edge color: mix of adjacent nodes │ labels: subdiscipline with highest number of win-win relationships per discipline (number and percentage of win-win relationships) Number of papers citing win-win relationships (≥10,000 citing articles)
  • 11. Results 943 (0.8%) of 113,228 win-win arcs node color: discipline │ arc color: outgoing node (clock-wise) │ labels: strongest win-win relationships per discipline (mean relative citation rate) Relative citation rate of win-win relationships (≥5.0 mean citations)
  • 12. • Co-citing articles from different subdisciplines leads to above average citation impact. • The more diverse the knowledge base, the higher the citation impact.  Findings support assumption that interdisciplinary research leads to results greater than the sum of its disciplinary parts. Conclusions

Editor's Notes

  1. Working interdisciplinary is challenging
  2. Molecular Ecology (Biology) and Semiconducting Materials (Math & Physics) Citation impact of disciplinary papers 60% below world average In fact: citation impact of a paper rises with the number of disciplines cited
  3. The majority of co-cited interdisciplinarity pairs led to citation rates above world average for the citing papers impact increases across distance categories
  4. Pairs that appear most frequently (10,000 citing articles), are from neighboring disciplines Articles from distant pairs are not as frequently co-cited
  5. But when they occur, they obtain extremely high citation impact: For example: papers (48) that co-cited papers from Child Abuse (Social Science) and Leukemia obtained 27 as many citations as expected in Child Abuse (12 as many as in Leukemia)