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The Building Blocks of
Science
Derek Groen
2020 SCIENCE
Thanks go out to James Suter, Gary Davies,
Moqi Groen-Xu, Miguel Bernabeu and Ulf
Schiller for highly useful discussions.
Why do we want credit?
● Why do we want credit, and what is it important for?
○ Funding proposals
■ Can you get the proposed work done,
■ or can you “just” write good proposals?
○ Job applications
■ Do you have the skills to do the job?
○ Recognition
Examples of giving credit
● Mentioning contributors.
● Rewarding top contributors.
○ e.g. Nobel Prize, competitive funding
● Scoring and aggregating contributions.
○ e.g., publication count, citations, REF
● Indirect
○ activity leads to something else that is given credit.
The Basics
Scientific Resources
● Data
● Software
● Devices
● Samples
Methods
● Algorithms
● Protocols
● Models
● Heuristics
● Statistical
...and of course the research idea (more on that later).
Organisation
● Create/manage research groups.
● Handle/divert external
political and administrative duties.
● Attract funding.
Essential for larger scientific undertakings.
Scrutiny
● Peer review,
○ incl. post-publication.
● Validation, reproduction.
● Correction.
● Impartiality is key.
Essential for the long term integrity of science.
Vision
● Research ideas.
● Identify gaps.
● Long-term research
directions.
● Policy guidance.
● Impartiality is key.
Essential for the long term integrity of science.
Academic exposure
● Well-cited publications.
● Invited Presentations.
● Academic awards
Public exposure
● Press releases /
● News articles.
● Appearances in the media.
● “Expert” roles.
Uptake
● Uptake by society and industry.
● Spin-offs.
● New jobs.
● Economic growth.
These are the building blocks we need
Questions
● For which building blocks do we not give
credit?
● And for which ones only indirect credit?
● How many of these skills would we
expect/want an individual academic to have?
My current impression of credit in my field
Extra slides
Credit & Scientific Resources
● Software and data papers are gaining acceptance.
○ This is an ongoing effort.
● Repositories (e.g., Github) help quantify software contributions.
● What about other types of scientific resources?
○ e.g., samples or bespoke devices.
● We need to ensure credit is due for creators of all types of scientific
resources. (“Resource paper”..?)
Credit & Methods
● Many venues for methods papers, and methods papers
are relatively straightforward to write, once the method
exists.
● Do the existing venues capture the diversity of methods
out there?
● Unsure here, perhaps methods are relatively well-
credited already?
Credit & Organization
● Credit for leading projects & students.
● Credit for obtaining funding.
● No differentiation between well and poorly led
endeavours, as final reports are largely kept private.
● We need to curate and aggregate reviews of ongoing
research projects.
Credit & Scrutiny
● “Reviewed for Nature” looks nice on a CV.
● Named reviewing emerges (PeerJ).
● Post-publication review emerges.
● Little differentiation between reviewing 1 and 100
papers for Nature.
● Little differentiation between good and bad reviews.
● We need to collect and aggregate reviewing activities,
and identify the best reviewers in our fields.
● Perhaps even a career path for the reviewer?
Credit & Vision
● Research ideas are indirectly credited through papers & funding.
● Vision may be indirectly credited by positions in scientific
committees.
● Vision and ideas fundamental to research, but no direct credit
system is known to me.
● Papers/funding can result from ideas from non-authors/Co-Is.
● If we want to encourage vision and creativity, then we need to
directly credit it.
● Patents may be too heavyweight for this purpose.
● Perhaps explicitly credit vision contributions to papers and
contributions to long term research and policy in science?
Credit & Exposure/Uptake
● Direct credit for academic exposure.
● Altmetrics etc. contributes to quantifying public
exposure.
● Uptake common indirectly credited (e.g., through
external funding, industrial focus of funding calls).
● Science could benefit from more systematic crediting of
public exposure and uptake
○ e.g., similar to how academic exposure is handled today.
What about teaching?
We could probably make a similar, but separate
graph for teaching...

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The Building Blocks of Science

  • 1. The Building Blocks of Science Derek Groen 2020 SCIENCE Thanks go out to James Suter, Gary Davies, Moqi Groen-Xu, Miguel Bernabeu and Ulf Schiller for highly useful discussions.
  • 2. Why do we want credit? ● Why do we want credit, and what is it important for? ○ Funding proposals ■ Can you get the proposed work done, ■ or can you “just” write good proposals? ○ Job applications ■ Do you have the skills to do the job? ○ Recognition
  • 3. Examples of giving credit ● Mentioning contributors. ● Rewarding top contributors. ○ e.g. Nobel Prize, competitive funding ● Scoring and aggregating contributions. ○ e.g., publication count, citations, REF ● Indirect ○ activity leads to something else that is given credit.
  • 4. The Basics Scientific Resources ● Data ● Software ● Devices ● Samples Methods ● Algorithms ● Protocols ● Models ● Heuristics ● Statistical ...and of course the research idea (more on that later).
  • 5. Organisation ● Create/manage research groups. ● Handle/divert external political and administrative duties. ● Attract funding. Essential for larger scientific undertakings.
  • 6. Scrutiny ● Peer review, ○ incl. post-publication. ● Validation, reproduction. ● Correction. ● Impartiality is key. Essential for the long term integrity of science.
  • 7. Vision ● Research ideas. ● Identify gaps. ● Long-term research directions. ● Policy guidance. ● Impartiality is key. Essential for the long term integrity of science.
  • 8. Academic exposure ● Well-cited publications. ● Invited Presentations. ● Academic awards
  • 9. Public exposure ● Press releases / ● News articles. ● Appearances in the media. ● “Expert” roles.
  • 10. Uptake ● Uptake by society and industry. ● Spin-offs. ● New jobs. ● Economic growth.
  • 11. These are the building blocks we need
  • 12. Questions ● For which building blocks do we not give credit? ● And for which ones only indirect credit? ● How many of these skills would we expect/want an individual academic to have?
  • 13. My current impression of credit in my field
  • 15. Credit & Scientific Resources ● Software and data papers are gaining acceptance. ○ This is an ongoing effort. ● Repositories (e.g., Github) help quantify software contributions. ● What about other types of scientific resources? ○ e.g., samples or bespoke devices. ● We need to ensure credit is due for creators of all types of scientific resources. (“Resource paper”..?)
  • 16. Credit & Methods ● Many venues for methods papers, and methods papers are relatively straightforward to write, once the method exists. ● Do the existing venues capture the diversity of methods out there? ● Unsure here, perhaps methods are relatively well- credited already?
  • 17. Credit & Organization ● Credit for leading projects & students. ● Credit for obtaining funding. ● No differentiation between well and poorly led endeavours, as final reports are largely kept private. ● We need to curate and aggregate reviews of ongoing research projects.
  • 18. Credit & Scrutiny ● “Reviewed for Nature” looks nice on a CV. ● Named reviewing emerges (PeerJ). ● Post-publication review emerges. ● Little differentiation between reviewing 1 and 100 papers for Nature. ● Little differentiation between good and bad reviews. ● We need to collect and aggregate reviewing activities, and identify the best reviewers in our fields. ● Perhaps even a career path for the reviewer?
  • 19. Credit & Vision ● Research ideas are indirectly credited through papers & funding. ● Vision may be indirectly credited by positions in scientific committees. ● Vision and ideas fundamental to research, but no direct credit system is known to me. ● Papers/funding can result from ideas from non-authors/Co-Is. ● If we want to encourage vision and creativity, then we need to directly credit it. ● Patents may be too heavyweight for this purpose. ● Perhaps explicitly credit vision contributions to papers and contributions to long term research and policy in science?
  • 20. Credit & Exposure/Uptake ● Direct credit for academic exposure. ● Altmetrics etc. contributes to quantifying public exposure. ● Uptake common indirectly credited (e.g., through external funding, industrial focus of funding calls). ● Science could benefit from more systematic crediting of public exposure and uptake ○ e.g., similar to how academic exposure is handled today.
  • 21. What about teaching? We could probably make a similar, but separate graph for teaching...