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Trust and Accountability:
experiences from the
FAIRDOM Commons Initiative.
Professor Carole Goble, carole.goble@manchester.ac.uk
The University of Manchester, UK
The FAIRDOM Association Coordinator
ELIXIR-UK Head of Node
Co-lead ELIXIR Interoperability Platform
Digital Life 2018, Bergen, Norway 21-22 March 2018
Open
Science
Open Data
Reproducible Science
Personally Productive Science
Norway’s
Contribution
Systems and Synthetic Biology Projects
Practically address (Open) Assets Management
Support transparency, reproducibility, personal productivity
In an ecosystem of platforms and an egosystem of research projects
10Year Anniversary!
Why? Programmes
• Foster stewardship & skills
• Stimulate sharing
• Ensure retention
• Capitalise on investments
• Audit & Compliance
• Respect global community,
local project resources
Synthetic Biology for
Growth Programme
… FAIR model reuse and reproducibility …
Stanford et alThe evolution of standards and data management practices in systems
biology, Molecular Systems Biology (2015) 11: 851 DOI 10.15252/msb.20156053
1. Ecosystem
• public collections & archives
• data centres
• journals
• Institutional repositories
• most researchers
• labs & universities
• my resources
*Meso too – but to complicated for 20 minutes! See
http://www.knowledge-exchange.info/event/ke-approach-open-scholarship
2. Egosystem
• SME multi-disciplinary teams
• Multi-site collaborations
• Competing
• Experimentalists, dry modellers
• Self-deposit, self-curating
• Variable stewardship skills
Capitalising on investments
Retaining results post-project
Pooling, transfer, sharing results
Public collections
Skilling workforce
Compliance audit/metrics
New publishable assets
Business models
Reproducibility
Doing science with collaborators
Publishing & getting credit
Productivity
Access to resources, results, collections
Retention of my results post student
Repeatability - reviewer wants more 
Competitiveness, protecting assets
Managing costs
Compliance
StakeholderAccountabilityValues
overlaps, mismatches?
“The FAIR Guiding Principles for scientific data management and stewardship Scientific Data 3, 160018 (2016) doi:10.1038/sdata.2016.18
Metadata
Identifiers
Access policies
Licences
Technical: Political
Social
Economic:
Rally
1. Make everything FAIR
2. Improve Knowledge Flow
A FAIRDOM Commons & Catalogue
• Draw together scattered
resources, platforms, people
• Coordination, collaboration
• Reproducible, transparent
[original figure: Josh Sommer]
Commons
Goble, De Roure, Bechhofer, Accelerating KnowledgeTurns, I3CK, 2013, isbn: 978-3-642-37186-8
“Resources collectively
created, owned or shared
and used between or
among a community (with
Governance)”
Fair-dom.org
FAIRDOMHub.org
What is FAIRDOM?
multi-institution collaboration, FAIRDOm Association e.V.
Social
SW Platforms Processes
Stewardship Support
Tech Solns & Support
Public Commons
FAIRDOMHub.org
Policy, Advocacy
Community Work
90+ Projects on Hub
30+ Private
installations
Standards
FAIRDOM Platform
collecting metadata
Web-based portal
Project spaces
Metadata catalogue
Yellow pages
Results repository
Collaboration
Archives Gateway
Sharing Organisation
Front end
Projects Hub
Entry Point
On site
Tracking
Pipelines
LIMS, Instruments
Large data
Samples
Auto-archiving
Back end
Onsite storage &
analytics
Two Flavours
Trust vs Responsibility
I’ll run my own – when the
project ends can you host it for
me …
Service hosted at HITS
InstitutionalGuarantee
2029
Projects, People, Assets
• Project spaces
– Upload or link to data
• One place catalogue
– Regardless of physical store
– Standards-compliant metadata
• Linked with other systems
– Project repositories
– Public deposition archives
– Tools
Champions…
20
Programme
Overarching research theme (The Digital Salmon)
Project
Research grant (DigiSal, GenoSysFat)
Investigation
A particular biological process, phenomenon or
thing
(typically corresponds to [plans for] one or more
closely related papers)
Study
Experiment whose design reflects a specific
biological research question
Assay
Standardized measurement or diagnostic
experiment using a specific protocol
(applied to material from a study)Jon OlavVik,
Norwegian University of Life Science
Investigation Study
Assay
Jon OlavVik,
Norwegian University of Life Science
Structured organisation
Research objects &Versions
Investigation Study
Assay
Jon OlavVik,
Norwegian University of Life Science
Retain Context
Upload or reference
Over different (trusted?)
resources
Investigation Study
Assay
FAIRDOM +
NeLS
Structure
metadata
Link to NeLS
sample dataset
Schema
Dublin core
Datacite
DCAT
Bioschemas
Catalogue
Level
Investigation
Studies
Assay/Analysis
Content
level
Persistent Identifiers
Content level
subject thematic standards
Content
level
Linked
Metadata
Designed by PALs
What methods are been used to determine
enzyme activity?
What SOP was used for
this sample?
Where is the validation data for this model?
Is there any group generating kinetic data?
Is this data available?
Track versions of my model
Whats the relationship between the data and
model?
Which data belong to
which publications?
Transparent Publication
16 datafiles (kinetic, flux inhibition, runout)
19 models (kinetics, validation)
13 SOPs
3 studies (model analysis, construction,
validation)
24 assays/analyses (simulations, model
characterisations)
Penkler, G., du Toit, F., Adams, W., Rautenbach, M.,
Palm, D. C., van Niekerk, D. D. and Snoep, J. L. (2015),
Construction and validation of a detailed kinetic model
of glycolysis in Plasmodium falciparum. FEBS J, 282:
1481–1511. doi:10.1111/febs.13237
Investigation
Study Analysis
Data
Model
SOP(Assay)
https://fairdomhub.org/investigations/56
Citation, credit
Living Entry
Published Snapshot Entry
Process…
People
Credit
Process
Transparency
Reproducibility, Standards
[Jacky Snoep, Dagmar Waltemath, Martin Peters, Martin Scharm]
NotVisible
Trust,Accountability
TheTragedy of the Commons
FAIR Play
1. resourcing
2. behaviours
3. adoption
1. Resourcing
• Software and data are free,
like free puppies
• Puppies are not a one-off
cost
“we want FAIR data but we
will only fund research”
The economics of data infrastructures needs new brave
funding models …
2. Behaviours
Self-controlled spaces
• enclave sharing
• tribal sharing / reuse
• models vs data
• hoarding, flirting, voyeurs
• dowries
• “on date” publishing
• gang rules & consortia
pressures
• credits
• asymmetrical reciprocity
FAIR Play Sensitivities
Open science applies to you but not me … not available = not citable
Jurgen Hannstra
Vrije Universiteit,
Amsterdam
Using FAIRDOM my own
lab colleagues saw what
I was doing and called to
collaborate!
• Licenses
• Negotiated access
• Embargos
• Permission controls
• Staged sharing
• Private walled gardens
me
ME
my team
close
colleagues
peers
Staged Spiral – Data Lifecycle
organisation – collaboration - dissemination
The number of assets
reduces
The richness of metadata
needed increases
As reach of sharing
increases
Staged sharing
Tragedy of the Commons
metadata & identifier quality
https://ncip.nci.nih.gov/blog/face-new-tragedy-commons-remedy-better-metadata/
https://metadatacenter.org
“The challenge for all the data-commons initiatives — is
that many online datasets are annotated with metadata
that are simply terrible…. Creating good metadata takes
considerable work ….
When investigators act in their own self-
interest, taking short cuts to generate
metadata as quickly as possible, we
should expect that the overall utility of
the resource will decline.
The creation of a data commons requires the ability to deal with extremely
varied — and often unanticipated — metadata patterns and data types …. a
need for easy-to-use solutions that are generic to provide guidance over the
entire life cycle of metadata — streamlining metadata creation, discovery,
and access, as well as supporting metadata publication to third-party
repositories”
Mark Musen
TheTragedy of the Commons
community socialisation
Value Systems
• of assets, of reproducibility,
of metadata
• economics of infrastructure
• priorities
• public vs personal good
Sweatshops
• collaborating but competing
• burden - time, skills
• short term, shortcuts
• leadership sets the tone
rightfield.org.uk
templates
spreadsheets, notebooks
seamless system join-ups
automated metadata
“Last / First Mile” “Born FAIR”
“FAIR Ramps” “FAIR by Design”
Knowledge Exchange Report: http://www.knowledge-exchange.info/event/ke-approach-open-scholarship
The ‘last mile’ challenge for European research e-infrastructures https://doi.org/10.3897/rio.2.e9933
Semantic
Annotation by
Stealth
3. Adoption - stewards, champions, PALs
respected, embedded not tolerated, external
• 500,000 stewards needed in
Europe*
• Specialist skills
• Career pathways
Curation and management
• Supported, resourced
• Recognised, rewarded
• By the Projects, Programmes
and PIs
Building trust between FAIRDOM
and the projects
* Realising the Open European Science Cloud (2016)
Upstream Professionalism
self-stewardship
Maksim Zakhartsev
Alexander Wentzel
MOSES
ExtremoPharm, ZucAt
DigiSal
GenoSysFat
Fatemeh
Zamanzad
Ghavidel
Social
Technology Process
Stewardship
Professionalisation
Metadata
Ramps
Defeating
Cultural Inertia
Summary: Overcoming
TheTragedy of the Commons
Properly
Resourcing
Embedding
By Side
Effect
Commons Production Incentives
THE
TEAM
THE
FUNDERS
Systems and Synthetic Biology Projects
Practically address (Open) Assets Management
Support transparency, reproducibility, personal productivity
In an ecosystem of platforms and an egosystem of research projects

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Trust and Accountability: experiences from the FAIRDOM Commons Initiative.

  • 1. Trust and Accountability: experiences from the FAIRDOM Commons Initiative. Professor Carole Goble, carole.goble@manchester.ac.uk The University of Manchester, UK The FAIRDOM Association Coordinator ELIXIR-UK Head of Node Co-lead ELIXIR Interoperability Platform Digital Life 2018, Bergen, Norway 21-22 March 2018
  • 4. Systems and Synthetic Biology Projects Practically address (Open) Assets Management Support transparency, reproducibility, personal productivity In an ecosystem of platforms and an egosystem of research projects 10Year Anniversary!
  • 5. Why? Programmes • Foster stewardship & skills • Stimulate sharing • Ensure retention • Capitalise on investments • Audit & Compliance • Respect global community, local project resources Synthetic Biology for Growth Programme
  • 6. … FAIR model reuse and reproducibility … Stanford et alThe evolution of standards and data management practices in systems biology, Molecular Systems Biology (2015) 11: 851 DOI 10.15252/msb.20156053
  • 7. 1. Ecosystem • public collections & archives • data centres • journals • Institutional repositories • most researchers • labs & universities • my resources *Meso too – but to complicated for 20 minutes! See http://www.knowledge-exchange.info/event/ke-approach-open-scholarship
  • 8. 2. Egosystem • SME multi-disciplinary teams • Multi-site collaborations • Competing • Experimentalists, dry modellers • Self-deposit, self-curating • Variable stewardship skills
  • 9. Capitalising on investments Retaining results post-project Pooling, transfer, sharing results Public collections Skilling workforce Compliance audit/metrics New publishable assets Business models Reproducibility Doing science with collaborators Publishing & getting credit Productivity Access to resources, results, collections Retention of my results post student Repeatability - reviewer wants more  Competitiveness, protecting assets Managing costs Compliance StakeholderAccountabilityValues overlaps, mismatches?
  • 10. “The FAIR Guiding Principles for scientific data management and stewardship Scientific Data 3, 160018 (2016) doi:10.1038/sdata.2016.18 Metadata Identifiers Access policies Licences Technical: Political Social Economic: Rally 1. Make everything FAIR
  • 11. 2. Improve Knowledge Flow A FAIRDOM Commons & Catalogue • Draw together scattered resources, platforms, people • Coordination, collaboration • Reproducible, transparent [original figure: Josh Sommer] Commons Goble, De Roure, Bechhofer, Accelerating KnowledgeTurns, I3CK, 2013, isbn: 978-3-642-37186-8 “Resources collectively created, owned or shared and used between or among a community (with Governance)”
  • 13. What is FAIRDOM? multi-institution collaboration, FAIRDOm Association e.V. Social SW Platforms Processes Stewardship Support Tech Solns & Support Public Commons FAIRDOMHub.org Policy, Advocacy Community Work 90+ Projects on Hub 30+ Private installations Standards
  • 14. FAIRDOM Platform collecting metadata Web-based portal Project spaces Metadata catalogue Yellow pages Results repository Collaboration Archives Gateway Sharing Organisation Front end Projects Hub Entry Point On site Tracking Pipelines LIMS, Instruments Large data Samples Auto-archiving Back end Onsite storage & analytics
  • 15. Two Flavours Trust vs Responsibility I’ll run my own – when the project ends can you host it for me … Service hosted at HITS InstitutionalGuarantee 2029
  • 16. Projects, People, Assets • Project spaces – Upload or link to data • One place catalogue – Regardless of physical store – Standards-compliant metadata • Linked with other systems – Project repositories – Public deposition archives – Tools
  • 17.
  • 19. 20 Programme Overarching research theme (The Digital Salmon) Project Research grant (DigiSal, GenoSysFat) Investigation A particular biological process, phenomenon or thing (typically corresponds to [plans for] one or more closely related papers) Study Experiment whose design reflects a specific biological research question Assay Standardized measurement or diagnostic experiment using a specific protocol (applied to material from a study)Jon OlavVik, Norwegian University of Life Science Investigation Study Assay
  • 20. Jon OlavVik, Norwegian University of Life Science Structured organisation Research objects &Versions Investigation Study Assay
  • 21. Jon OlavVik, Norwegian University of Life Science Retain Context Upload or reference Over different (trusted?) resources Investigation Study Assay
  • 24. Designed by PALs What methods are been used to determine enzyme activity? What SOP was used for this sample? Where is the validation data for this model? Is there any group generating kinetic data? Is this data available? Track versions of my model Whats the relationship between the data and model? Which data belong to which publications?
  • 25. Transparent Publication 16 datafiles (kinetic, flux inhibition, runout) 19 models (kinetics, validation) 13 SOPs 3 studies (model analysis, construction, validation) 24 assays/analyses (simulations, model characterisations) Penkler, G., du Toit, F., Adams, W., Rautenbach, M., Palm, D. C., van Niekerk, D. D. and Snoep, J. L. (2015), Construction and validation of a detailed kinetic model of glycolysis in Plasmodium falciparum. FEBS J, 282: 1481–1511. doi:10.1111/febs.13237
  • 29. Reproducibility, Standards [Jacky Snoep, Dagmar Waltemath, Martin Peters, Martin Scharm]
  • 31. Trust,Accountability TheTragedy of the Commons FAIR Play 1. resourcing 2. behaviours 3. adoption
  • 32. 1. Resourcing • Software and data are free, like free puppies • Puppies are not a one-off cost “we want FAIR data but we will only fund research” The economics of data infrastructures needs new brave funding models …
  • 33. 2. Behaviours Self-controlled spaces • enclave sharing • tribal sharing / reuse • models vs data • hoarding, flirting, voyeurs • dowries • “on date” publishing • gang rules & consortia pressures • credits • asymmetrical reciprocity
  • 34. FAIR Play Sensitivities Open science applies to you but not me … not available = not citable Jurgen Hannstra Vrije Universiteit, Amsterdam Using FAIRDOM my own lab colleagues saw what I was doing and called to collaborate! • Licenses • Negotiated access • Embargos • Permission controls • Staged sharing • Private walled gardens
  • 35. me ME my team close colleagues peers Staged Spiral – Data Lifecycle organisation – collaboration - dissemination The number of assets reduces The richness of metadata needed increases As reach of sharing increases Staged sharing
  • 36. Tragedy of the Commons metadata & identifier quality https://ncip.nci.nih.gov/blog/face-new-tragedy-commons-remedy-better-metadata/ https://metadatacenter.org “The challenge for all the data-commons initiatives — is that many online datasets are annotated with metadata that are simply terrible…. Creating good metadata takes considerable work …. When investigators act in their own self- interest, taking short cuts to generate metadata as quickly as possible, we should expect that the overall utility of the resource will decline. The creation of a data commons requires the ability to deal with extremely varied — and often unanticipated — metadata patterns and data types …. a need for easy-to-use solutions that are generic to provide guidance over the entire life cycle of metadata — streamlining metadata creation, discovery, and access, as well as supporting metadata publication to third-party repositories” Mark Musen
  • 37. TheTragedy of the Commons community socialisation Value Systems • of assets, of reproducibility, of metadata • economics of infrastructure • priorities • public vs personal good Sweatshops • collaborating but competing • burden - time, skills • short term, shortcuts • leadership sets the tone
  • 38. rightfield.org.uk templates spreadsheets, notebooks seamless system join-ups automated metadata “Last / First Mile” “Born FAIR” “FAIR Ramps” “FAIR by Design” Knowledge Exchange Report: http://www.knowledge-exchange.info/event/ke-approach-open-scholarship The ‘last mile’ challenge for European research e-infrastructures https://doi.org/10.3897/rio.2.e9933 Semantic Annotation by Stealth
  • 39. 3. Adoption - stewards, champions, PALs respected, embedded not tolerated, external • 500,000 stewards needed in Europe* • Specialist skills • Career pathways Curation and management • Supported, resourced • Recognised, rewarded • By the Projects, Programmes and PIs Building trust between FAIRDOM and the projects * Realising the Open European Science Cloud (2016)
  • 40. Upstream Professionalism self-stewardship Maksim Zakhartsev Alexander Wentzel MOSES ExtremoPharm, ZucAt DigiSal GenoSysFat Fatemeh Zamanzad Ghavidel
  • 44. Systems and Synthetic Biology Projects Practically address (Open) Assets Management Support transparency, reproducibility, personal productivity In an ecosystem of platforms and an egosystem of research projects