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DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
MAPPING THE AUTHOR GENDER-DISTRIBUTION OF
DISEASE-SPECIFIC MEDICAL RESEARCH
Jens Peter Andersen, Jesper Wiborg Schneider & Mathias
Wullum Nielsen
Danish Centre for Studies on Research and Research Policy,
Aarhus University & History Department, Stanford University
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
Call for Diversity: Underrepresentation of women in biomedical research (PNAS)
NIH, EU, LERU: Diversity => enhance knowledge outcomes
Is there a ghettoisation of female-dominated health research?
Underrepresentation of female patients in clinical evidence base, e.g. for cardiovascular
health
PREMISE
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
xkcd.com/385/
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
Gender shapes cognition, experience and perspective.
Gender diversity => conglomeration of worldviews, orientations and interests that women,
men and other genders bring into the scientific enterprise
BRIEF PRIMER ON GENDER
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
PubMed Medline records matched to Web of Science
PubMed: Medical subject headings (MeSH) => disease categorisation
MATERIAL
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
 All MeSH Categories
 Diseases Category
 Animal Diseases
 Abortion, Veterinary +
 Actinobacillosis
 
 Bacterial Infections and Mycoses
 Bacterial Infections +
 Central Nervous System Infections +
 
 Cardiovascular Diseases
 Cardiovascular Abnormalities +
 Cardiovascular Infections +
 Heart Diseases +
MESH
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
DATA
All documents
(2008-2015)
n = 2,512,37
n = 2,124,498 n = 1,754,188
Docs matched to
Wos, gender
determined for all
authors
n = 1,542,050
Gender not
determined for
1+ author(s)
n = 212,138
Group authors,
first name
length = 1
n = 370,310
Unable to
match to
WoS
n = 387,873
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
DETERMING GENDER
KIM?
KIM
Denmark
2% 98%
South Korea
68% 32%
USA
68% 32%
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
Each author of a paper is assigned a probability of being female, f, extracted from gender-
api.com
Each paper is assigned a weighted probability, fw = sum(f)/n
Other options: binary f, f(first author), f(last author)
GENDER INDICATOR
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
N mesh disease terms = 4,709
fw for all mesh = 0.35 (~ Gaussian)
OVERALL FINDINGS
All MeSH
Neurobehavioral manifestations
Female urogenital diseases
Male urogenital diseases
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
GENDER PER DISEASE
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016
JENS PETER ANDERSEN
2
SCIENCE & TECHNOLOGY
INDICATORS CONFERENCE 2016
DISCUSSION
 Female-dominated research:
 Female body-specific diseases
 softer approaches, communication
 Further research:
 Variation in and among medical specialties
 Accounting for country
 Connection between funding for diseases and gender diversity
 Impact
2
DANISH CENTRE FOR STUDIES IN
RESEARCH AND RESEARCH POLICY
DEPARTMENT OF POLITICAL SCIENCE
AARHUS UNIVERSITY
THANK YOU FOR YOUR ATTENTION!

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Mapping the author gender distribution of disease-specific medical research

  • 1. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 MAPPING THE AUTHOR GENDER-DISTRIBUTION OF DISEASE-SPECIFIC MEDICAL RESEARCH Jens Peter Andersen, Jesper Wiborg Schneider & Mathias Wullum Nielsen Danish Centre for Studies on Research and Research Policy, Aarhus University & History Department, Stanford University
  • 2. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 Call for Diversity: Underrepresentation of women in biomedical research (PNAS) NIH, EU, LERU: Diversity => enhance knowledge outcomes Is there a ghettoisation of female-dominated health research? Underrepresentation of female patients in clinical evidence base, e.g. for cardiovascular health PREMISE
  • 3. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 xkcd.com/385/
  • 4. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 Gender shapes cognition, experience and perspective. Gender diversity => conglomeration of worldviews, orientations and interests that women, men and other genders bring into the scientific enterprise BRIEF PRIMER ON GENDER
  • 5. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 PubMed Medline records matched to Web of Science PubMed: Medical subject headings (MeSH) => disease categorisation MATERIAL
  • 6. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 All MeSH Categories Diseases Category Animal Diseases Abortion, Veterinary + Actinobacillosis Bacterial Infections and Mycoses Bacterial Infections + Central Nervous System Infections + Cardiovascular Diseases Cardiovascular Abnormalities + Cardiovascular Infections + Heart Diseases + MESH
  • 7. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 DATA All documents (2008-2015) n = 2,512,37 n = 2,124,498 n = 1,754,188 Docs matched to Wos, gender determined for all authors n = 1,542,050 Gender not determined for 1+ author(s) n = 212,138 Group authors, first name length = 1 n = 370,310 Unable to match to WoS n = 387,873
  • 8. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 DETERMING GENDER KIM? KIM Denmark 2% 98% South Korea 68% 32% USA 68% 32%
  • 9. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 Each author of a paper is assigned a probability of being female, f, extracted from gender- api.com Each paper is assigned a weighted probability, fw = sum(f)/n Other options: binary f, f(first author), f(last author) GENDER INDICATOR
  • 10. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 N mesh disease terms = 4,709 fw for all mesh = 0.35 (~ Gaussian) OVERALL FINDINGS
  • 15. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 GENDER PER DISEASE
  • 16. DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY POSTDOCTORAL RESEARCHER 15 SEPTEMBER 2016 JENS PETER ANDERSEN 2 SCIENCE & TECHNOLOGY INDICATORS CONFERENCE 2016 DISCUSSION Female-dominated research: Female body-specific diseases softer approaches, communication Further research: Variation in and among medical specialties Accounting for country Connection between funding for diseases and gender diversity Impact
  • 17. 2 DANISH CENTRE FOR STUDIES IN RESEARCH AND RESEARCH POLICY DEPARTMENT OF POLITICAL SCIENCE AARHUS UNIVERSITY THANK YOU FOR YOUR ATTENTION!