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Improving Transparency, Integrity, and
Reproducibility of Scholarly Research
a 501(c)3
Matthew Spitzer
Center for Open Science
http://cos.io/
@OSFramework
@matthewspitzer
No photos required
You can have the whole slide deck at
https://osf.io/x695s/
Mission
Increase openness, integrity, and reproducibility of
scholarly research.
Free and open for researchers to use.
https://github.com/CenterForOpenScience
https://developer.osf.io
Problem
The gap between scholarly values and
practices.
Incentives for
individual success
are focused on
getting it published,
not getting it right
Nosek, Spies, & Motyl, 2012
What is published? What is not?
Novel results
Positive results
Clean results
Replications
Negative/Nulls
Mixed evidence
Problems
Flexibility in analysis
Selective reporting
Ignoring nulls
Lack of replication
Busy…(You, Me, 2017)
Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975; Meehl, 1978;
Rosenthal, 1979
We need to move beyond description of outcomes to
description of process or, better, sharing the actual
process.
Make it Possible…
Open Workflows
• Increases process
transparency
• Increases accountability
• Facilitates reproducibility
• Facilitates metascience
• Fosters collaboration
• Fosters inclusivity
• Fosters innovation
• Protects against lock-in
• Open + Accessible
Make it Possible…
OpenSesame
OSF
Make it Easy…
Incorporate data, materials, and code from ANYWHERE
Make it Easy…
Put data, materials, and code on the OSF
Check out “Fish Guy’s” Story: http://www.wired.com/2016/01/print-an-army-of-giant-articulated-fish-from-this-3-d-database/
Make it Easy…
Make it Normative…
Make it Normative…
https://osf.io/preprints
Community Driven approach to
Scholarly Communication
requires a custom approach that
represents the interest of the
community
Any group can launch and manage a
fully functional service for their
community, including use of
• custom domains
• custom taxonomies
• brand identity
• editorial guidelines
https://osf.io/preprints/discover
But also search across multiple preprint
repositories
Powered by SHARE (share.osf.io), OSF
Preprints aggregates search across local and
external preprint services
Currently over 2M preprint records available
12,000+ preprints currently hosted directly on the OSF
across 20+ services
WHAT IF?
Funders incentivized open science?
Institutions recognized open science contributions?
Journals encouraged/supported discovery of open
science outputs?
Make it Rewarding & Required…
Transparency & Openness Guidelines
https://cos.io/our-services/top-guidelines/
1. Data citation
2. Design transparency
3. Research materials transparency
4. Data transparency
5. Analytic methods (code)
transparency
6. Preregistration of studies
7. Preregistration of analysis plans
8. Replication
Signatories
5,000+ Journals
60+ Organization
Open Practices Badges
Making Behaviors Visible Promotes Adoption
https://cos.io/our-services/open-science-badges/
Make it Rewarding & Required…
Where should I publish to get recognized for my Open contribution?
• Add Data and Materials
sharing policies
• Add corresponding or partner
preprint repositories
• Recognize moderated
preprint repositories for REF
requirements?
Make it Rewarding…
What can you do?
1. Suggest the OSF to research teams that need solutions
for research collaboration and sharing
2. Explore using OSF Institutions to improve visibility,
preservation, and curation at your institution
3. Share or post preprints and post-prints http://osf.io/preprints/
4. Suggest/email editors that their policies matter and to
implement TOP cos.io/top
https://osf.io/x695s/
matt.spitzer@cos.io

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International scholarly infrastructures

  • 1. Improving Transparency, Integrity, and Reproducibility of Scholarly Research a 501(c)3 Matthew Spitzer Center for Open Science http://cos.io/ @OSFramework @matthewspitzer
  • 2. No photos required You can have the whole slide deck at https://osf.io/x695s/
  • 3. Mission Increase openness, integrity, and reproducibility of scholarly research.
  • 4. Free and open for researchers to use. https://github.com/CenterForOpenScience https://developer.osf.io
  • 5. Problem The gap between scholarly values and practices.
  • 6. Incentives for individual success are focused on getting it published, not getting it right Nosek, Spies, & Motyl, 2012
  • 7. What is published? What is not? Novel results Positive results Clean results Replications Negative/Nulls Mixed evidence
  • 8. Problems Flexibility in analysis Selective reporting Ignoring nulls Lack of replication Busy…(You, Me, 2017) Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975; Meehl, 1978; Rosenthal, 1979
  • 9. We need to move beyond description of outcomes to description of process or, better, sharing the actual process.
  • 10.
  • 11.
  • 12.
  • 14. Open Workflows • Increases process transparency • Increases accountability • Facilitates reproducibility • Facilitates metascience • Fosters collaboration • Fosters inclusivity • Fosters innovation • Protects against lock-in • Open + Accessible Make it Possible…
  • 16. Incorporate data, materials, and code from ANYWHERE Make it Easy…
  • 17. Put data, materials, and code on the OSF Check out “Fish Guy’s” Story: http://www.wired.com/2016/01/print-an-army-of-giant-articulated-fish-from-this-3-d-database/ Make it Easy…
  • 20. https://osf.io/preprints Community Driven approach to Scholarly Communication requires a custom approach that represents the interest of the community Any group can launch and manage a fully functional service for their community, including use of • custom domains • custom taxonomies • brand identity • editorial guidelines
  • 21.
  • 22. https://osf.io/preprints/discover But also search across multiple preprint repositories Powered by SHARE (share.osf.io), OSF Preprints aggregates search across local and external preprint services Currently over 2M preprint records available 12,000+ preprints currently hosted directly on the OSF across 20+ services
  • 23. WHAT IF? Funders incentivized open science? Institutions recognized open science contributions? Journals encouraged/supported discovery of open science outputs? Make it Rewarding & Required…
  • 24. Transparency & Openness Guidelines https://cos.io/our-services/top-guidelines/ 1. Data citation 2. Design transparency 3. Research materials transparency 4. Data transparency 5. Analytic methods (code) transparency 6. Preregistration of studies 7. Preregistration of analysis plans 8. Replication Signatories 5,000+ Journals 60+ Organization Open Practices Badges Making Behaviors Visible Promotes Adoption https://cos.io/our-services/open-science-badges/ Make it Rewarding & Required…
  • 25. Where should I publish to get recognized for my Open contribution? • Add Data and Materials sharing policies • Add corresponding or partner preprint repositories • Recognize moderated preprint repositories for REF requirements? Make it Rewarding…
  • 27. 1. Suggest the OSF to research teams that need solutions for research collaboration and sharing 2. Explore using OSF Institutions to improve visibility, preservation, and curation at your institution 3. Share or post preprints and post-prints http://osf.io/preprints/ 4. Suggest/email editors that their policies matter and to implement TOP cos.io/top https://osf.io/x695s/ matt.spitzer@cos.io

Hinweis der Redaktion

  1. Non-profit in Charlottesville, VA Our mission… But what we really do is build public-goods infrastructure to enable this behavior by researchers, to actualize these as values by communities of researchers, and to incentives these as policies by stakeholders of the research and scholarly communications process.
  2. Entirely grant and foundation funded
  3. Examples from: Button et al – Neuroscience Ioannidis – why most results are false (Medicine) GWAS Biology Two possibilities are that the percentage of positive results is inflated because negative results are much less likely to be published, and that we are pursuing our analysis freedoms to produce positive results that are not really there. These would lead to an inflation of false-positive results in the published literature. Some evidence from bio-medical research suggests that this is occurring. Two different industrial laboratories attempted to replicate 40 or 50 basic science studies that showed positive evidence for markers for new cancer treatments or other issues in medicine. They did not select at random. Instead, they picked studies considered landmark findings. The success rates for replication were about 25% in one study and about 10% in the other. Further, some of the findings they could not replicate had spurred large literatures of hundreds of articles following up on the finding and its implications, but never having tested whether the evidence for the original finding was solid. This is a massive waste of resources. Across the sciences, evidence like this has spurred lots of discussion and proposed actions to improve research efficiency and avoid the massive waste of resources linked to erroneous results getting in and staying in the literature, and about the culture of scientific practices that is rewarding publishing, perhaps at the expense of knowledge building. There have been a variety of suggestions for what to do. For example, the Nature article on the right suggests that publishing standards should be increased for basic science research. [It is not in my interest to replicate – myself or others – to evaluate validity and improve precision in effect estimates (redundant). Replication is worth next to zero (Makel data on published replications; motivated to not call it replication; novelty is supreme – zero “error checking”; not in my interest to check my work, and not in your interest to check my work (let’s just each do our own thing and get rewarded for that) Irreproducible results will get in and stay in the literature (examples from bio-med). Prinz and Begley articles (make sure to summarize accurately) The Nature article by folks in bio-medicine is great. The solution they offer is a popular one in commentators from the other sciences -- raise publishing standards.
  4. There’s more to it than sharing of discrete objects. Think about using this as an opportunity to increase transparency by capturing the entire workflow, and to do so while connecting tools and services that make up the parts of the workflow, not requiring people to change all of their practices at once, and providing immediate efficiencies and value to the researcher AS they comply with requirements. Easy, right? Obviously not.
  5. Switching costs TIME 15 (10)
  6. The features I’ve noted are nice and important for improving openness and reproducibility, but there are many other tools and services that researchers use as well. Our strategy is to accept that many tools are used and to connect them through the OSF. By connecting the workflow, we can all provide researchers with significant gains in automation, efficiency, and reproducibility. Immediate value from this reinforces more changes.
  7. quite simply, it is a file repository that allows any sort of file to be stored and many types to be rendered in the browser without any special software. This is very important for increasing accessibility to research.
  8. quite simply, it is a file repository that allows any sort of file to be stored and many types to be rendered in the browser without any special software. This is very important for increasing accessibility to research.
  9. Supporting these behavioral changes requires improving the full scientific ecosystem. At a conference like CNI, there are many people in the room contributing important parts to this ecosystem. I hope you leave this talk seeing the potential for how we might be able to work together on connecting tools to provide for better transparency and reproducibility in the workflow.