haustein, s. (2016). analyzing, measuring and visualizing the success of interdisciplinarity
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Stefanie Haustein
Analyzing, measuringand visualizing the successof 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.
citing
co-cited
Molecular Ecology
Semiconducting Materials
9.2 millioninterdisciplinary articles
Data
set
citing
co-cited
Molecular Ecology
Molecular Ecology
1.9 milliondisciplinary 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-citedsubdiscipline pairs
distance onthe 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.
5citations
4.0citations
7.5citations
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%
Rela
tive
cita
tion
rate
Distance categorynear far
Citation impact and distance
Results
2,940 (5.19%) of 56,614 win-win edgesnode 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 arcsnode 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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