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datareadiness.eng.ox.ac.uk
Allyson Lister, PhD
FAIRsharing - Content and Community Coordinator,
Senior Knowledge Engineer,
ORCiD: 0000-0002-7702-4495
@FAIRsharing_org
contact@fairsharing.org
10.25504/FAIRsharing.2abjs5
NLM Curation at Scale Workshop, 28-30 March 2022
Curating an ecosystem of research standards and databases
CC BY-SA 4.0 International
An informative and educational resource, and a service
FAIRsharing provides curated descriptions and relationship graphs of
standards, databases and policies in all disciplines
COMMUNITY STANDARDS
POLICIES
by funders, journals
and other organizations
DATABASES
including repositories
and knowledgebases
Identifiers
Terminologies Guidelines
Formats
CC BY-SA 4.0 International
Resource-level
curators are
jacks-of-all-trades,
with an eye for
relationships
Standards, databases
and policies, and the
connections among
them, are constantly
evolving
Scarcity, scope and
mission creep create
curation pressure points
Outreach,
attribution, partial
automation and
flexibility are vital
The challenges we
all face
The solutions we take
come from the
community we serve
Within FAIRsharing, Curation at Scale is the curation of relationships
across resources, organisations and domains
CC BY-SA 4.0 International
Resource-level
curators are
jacks-of-all-trades,
with an eye for
relationships
Standards, databases
and policies, and the
connections among
them, are constantly
evolving
Scarcity, scope and
mission creep create
curation pressure points
Outreach,
attribution, partial
automation and
flexibility are vital
The solutions we take
come from the
community we serve
The challenges we
all face
Within FAIRsharing, Curation at Scale is the curation of relationships
across resources, organisations and domains
CC BY-SA 4.0 International
Rich curation is
available at all levels
of granularity
Expertise moves from the
depth of data-level curation
within a particular domain
CC BY-SA 4.0 International
Rich curation is
available at all levels
of granularity
Expertise moves from the
depth of data-level curation
within a particular domain
to the width of
resource-level curation
across all research areas
and resource types
CC BY-SA 4.0 International
Providing relevant
information across the
entire research community
is a complex challenge
requiring a strong user
community
Relationships (among
resources and within the
user community) are at the
core of FAIRsharing’s
curation approaches
https://fairsharing.org/browse/subject
CC BY-SA 4.0 International
Tailored views for education and promotion
Collections are are branded pages that group selected standards and/or repositories
Initiatives and projects have created them for several purposes, e.g. to list resources:
URL: https://fairsharing.org/CrosswalkOfMostUsedMetadataSchemesAndGuidelines
Maintainers
Subjects
Mapped to each other
URL: https://fairsharing.org/RDACovid19WG
Maintainers
Subjects
Recommended by a community
URL: https://fairsharing.org/IVOA
Maintainers
Subjects
Developed by the community
URL: https://fairsharing.org/CDISC
Maintainers
Subjects
Developed by a SDO
CC BY-SA 4.0 International
URL: https://fairsharing.org/ISO20691, https://fairsharing.org/graph/3533
URL: https://committee.iso.org/standard/68848.html
Collections provide context
and connectivity
CC BY-SA 4.0 International
https://fairsharing.org/graph/3381
Relationships are central to
FAIRsharing, presenting both a
challenge and an opportunity.
CC BY-SA 4.0 International
https://fairsharing.org/graph/3381
Relationships are central to
FAIRsharing, presenting both a
challenge and an opportunity.
They are a dynamic system of
interconnected resources across
research domains.
CC BY-SA 4.0 International
https://fairsharing.org/graph/1699
Relationships are central to
FAIRsharing, presenting both a
challenge and an opportunity.
They are a dynamic system of
interconnected resources across
research domains.
Such systems showcase
interoperability and improve
findability.
CC BY-SA 4.0 International
https://fairsharing.org/graph/1699
CC BY-SA 4.0 International
Resource-level
curators are
jacks-of-all-trades,
with an eye for
relationships
Standards, databases
and policies, and the
connections among
them, are constantly
evolving
Scarcity, scope and
mission creep create
curation pressure points
Outreach,
attribution, partial
automation and
flexibility are vital
The solutions we take
come from the
community we serve
The challenges we
all face
Within FAIRsharing, Curation at Scale is the curation of relationships
across resources, organisations and domains
CC BY-SA 4.0 International
All manually-curated repositories are faced with the challenge of curator scarcity
Curator numbers do not follow Moore’s Law
>3600 resources
(March 2022)
repositories
standards
policies
CC BY-SA 4.0 International
https://fairassist.org
Resource-level metadata is vital for FAIR assessment
CC BY-SA 4.0 International
https://guidelines.openaire.eu/en/latest/data/index.html,
https://www.federalregister.gov/documents/2020/01/17/2020-00689/request-for-public-comment-on-draft-desirable-characteristics-of-repositories-for-managing-and,
https://www.rd-alliance.org/groups/data-repository-attributes-wg, Metadata Schema for the Description of Research Data Repositories, Repository Features to Help Researchers: An
invitation to a dialogue, Identifying ELIXIR Core Data Resources, Core Trust Seal, Science Europe, The TRUST Principles for digital repositories, COAR Community Framework for
Good Practices in Repositories, NIH: Selecting a Repository for Data Resulting from NIH-Supported Research, Standards, OpenDOAR Repositories and Metadata Practices, DCAT,
https://datascience.nih.gov/news/nih-office-of-data-science-strategy-announces-new-initiative-to-improve-data-access, https://doi.org/10.48550/arXiv.2012.13117,
https://rd-alliance.org/group/fair-research-software-fair4rs-wg/outcomes/fair-principles-research-software-fair4rs-0
The complexity challenge: implementing community consensus
CC BY-SA 4.0 International
The complexity challenge: implementing community consensus
https://doi.org/10.1126/science.aab2374 and
https://www.cos.io/initiatives/top-guidelines
Published in 2015 http://doi.org/10.5334/dsj-2020-005
Published in 2020
Published in 2022
Different focus but common goals?
1. Improve clarity and efficiency
2. Increase alignment and comparability,
3. Better guidance to researchers to manage and share digital objects
Transparency and Openness Promotion
CC BY-SA 4.0 International
Resource-level
curators are
jacks-of-all-trades,
with an eye for
relationships
Standards, databases
and policies, and the
connections among
them, are constantly
evolving
Scarcity, scope and
mission creep create
curation pressure points
Outreach,
attribution, partial
automation and
flexibility are vital
The challenges we
all face
The solutions we take
come from the
community we serve
Within FAIRsharing, Curation at Scale is the curation of relationships
across resources, organisations and domains
CC BY-SA 4.0 International
Reducing scarcity through community
Adopters and collaborators include:
An endorsed output of the
FAIRsharing WG
(since 2015):
A WG (since 2015) in:
Researchers in academia,
industry and government
Developers & curators of
resources and tools
Research data facilitators,
librarians, trainers
Society, unions
and community alliances
Journal publishers and
organisations with data policies
Funders and data
policy makers
A recommended resource in EOSC reports
Used by all stakeholder groups
https://fairsharing.org/communities
CC BY-SA 4.0 International
Content & Community Curator Programme
● Gain on-the-job curation
expertise
● Engagement and networking with
a community of like-minded
people
● Become an expert on data and
metadata standards, repositories
and data policies in their area
● Influence new FAIRsharing
functionalities
● Attribution via ORCID, specialist
user profiles, and others
Curate – Influence – Gain Attribution – Engage – Learn
Watch this space for exciting news!
Early adopters
CC BY-SA 4.0 International
Linking associated data resources,
standards and policies
Organization and user
attribution
CC BY-SA 4.0 International
We are soliciting feedback on:
Design and functionality of
organisation pages
Microattribution via edit history
display
Recognition for Community Curators
and maintainers
Attribution via ORCID as a trusted
partner
Organization and user
attribution
CC BY-SA 4.0 International
https://fairsharing.org/graph/3776
EU-funded BiCIKL Consortium
is curating entries in
FAIRsharing to structure
landscaping analysis of
adjacent infrastructures
https://bicikl-project.eu/
CC BY-SA 4.0 International
https://fairsharing.org/graph/1206
MINSEQE
https://fairsharing.org/graph/3776
EU-funded BiCIKL Consortium
is curating entries in
FAIRsharing to structure
landscaping analysis of
adjacent infrastructures
Traversal of the graph aids
resource discovery, gap
analysis and further targeted
outreach and engagement
CC BY-SA 4.0 International
Semi-automated curation:
Repository and knowledgebase mapping to EOSC
Identifier mapping via iterative
NLP techniques and curator checks
58% of FAIRsharing records are unique
Existing repository metadata
provided by OpenaAIRE
Mappings regularly produced
by FAIRsharing to aid
integration within
Future work can build on standards and policy record metadata, unique to
CC BY-SA 4.0 International
Semi-automated curation:
Organisation mapping to ROR
Mapping via iterative
NLP techniques and curator checks
55% of FAIRsharing organisations are
unique
Retrieve organisations
present in ROR
Mappings regularly produced
by FAIRsharing to aid
identification and attribution
for our user community
ROR IDs are added, but our curation is retained. In future, where conflicts exist,
FAIRsharing metadata could be fed back to ROR.
100,000+ organisations
top-level entities only
3200+ organisations
Granularity determined by
our community
CC BY-SA 4.0 International
Adding more
metadata descriptors
with our flexible data
model
● Refine database records
○ according to community
needs, e.g. the new RDA
Data Repository
Attributes WG, NIH GREI
Initiative
● Expand policy records
○ according to ongoing
work in RDA Funders IG /
Policy Standardisation IG
/ FAIRsharing WG
CC BY-SA 4.0 International
Working within RDA groups: common policy template
Objectives
● Develop and disseminate recommendations to improve funder-publisher policy
alignment; leveraging the template developed by the http://doi.org/10.5334/dsj-2020-005
● Consider how the recommendations could be used as a basis for continued alignment
● Implement the policy templates in FAIRsharing
Initial areas of focus
● Data availability statements (DASs) and data deposit requirements
https://www.rd-alliance.org/funder-publisher-research-data-policy-alignment
CC BY-SA 4.0 International
Working within RDA Data Repository Attribute WG: common
repository template
Objectives
● a list of common descriptive attributes of a data repository with
○ a definition of each attribute,
○ a rationale for the use and value of each attribute,
○ the feasibility of its implementation,
○ a gap analysis of its current availability from data repositories, and
● a selection of examples that illustrate the approaches currently being taken by repositories to
express and expose these attributes to users and user agents.
https://www.rd-alliance.org/groups/data-repository-attributes-wg
CC BY-SA 4.0 International
FAIRsharing can provide human- and machine-readable
implementations for community-agreed checklists/guidance
We can engage with
stakeholders, many of which
are already our users
We can prototype and
implement a common
template for
policy/database/standard
attributes, as consensus is
reached
We provide registration to enable:
● Citability
● Discoverability
● Flexible and clearer descriptions
● Relationships
● Machine readability
● Comparability
CC BY-SA 4.0 International
FAIRsharing can provide human- and machine-readable
implementations for community-agreed checklists/guidance
We can engage with
stakeholders, many of which
are already our users
We can prototype and
implement a common
template for
policy/database/standard
attributes, as consensus is
reached
We provide registration to enable:
● Citability
● Discoverability
● Flexible and clearer descriptions
● Relationships
● Machine readability
● Comparability
Curating, describing, tagging,
classifying the resources is not
trivial.
These activities need funding!
Can we reach
convergence of a common
system and template?
Maintaining the description
up-to-date and monitoring
evolution of each policy
require continued
engagement and curation
CC BY-SA 4.0 International
FAIRsharing content is diverse in terms of
breadth and depth, to help our users and
collaborators we are working on:
● Educational Guidance
○ to educate users on the many
functionalities FAIRsharing offers via
visual storytelling, infographics and videos
● Resource Finder
○ to create routes/pathways for
stakeholders to use our content
○ Via decision tree, developed in phases,
that guides users to discover, filter, select
resources
Educational Content
CC BY-SA 4.0 International
Stakeholder Advisors
● Amye Kenall, VP of Publishing and Product, Research Square
● Adam Leary, Oxford University Press
● Catriona MacCallum, Hindawi
● Dagmar Meyer, European Research Council, Executive Agency
● Dominic Fripp, JISC, UK
● Emma Ganley, Protocols.io
● Geraldine Clement-Stoneham, Medical Research Council
● Helena Cousijn, DataCite
● Iain Hrynaszkiewicz, PLoS
● Imma Subirats, FAO of the United Nations
● Kiera McNiece, Cambridge University Press
● Luiz Olavo Bonino, GO-FAIR
● Marina Soares E Silva and Sarah Callaghan, Elsevier
● Michael Ball, Biotechnology and Biological Sciences Research Council
● Mike Huerta, NIH National Library of Medicine
● Molly Cranston and Guillaume Wright, F1000Research
● Nick Everitt and Matthew Cannon, Taylor and Francis
● Scott Edmunds, GigaScience, Oxford University Press
● Simon Hodson, CODATA
● Theo Bloom, British Medical Journal
● Thomas Lemberger, EMBO Press
● Wei-Mun Chan, eLife
● Sowmya Swaminathan, Springer Nature
Current Operational Team
● Allyson Lister, Content and Community Lead
● Milo Thurston, Technical Lead
● Ramon Granell, Data Enrichment & Quality Manager
● Delphine Dauga, Data Curator Manager
● Hiring in progress, Web Developer
● Dominique Batista, Research Software Engineer
● Philippe Rocca-Serra, Co-Founder
● Susanna-Assunta Sansone, PI and Founder
● and many collaborators and contributors!
Executive Advisors
● Varsha Khodiyar, HDRUK
● David Carr, Independent expert
● Chris Graf, Springer Nature
● Marta Teperek, Data Stewardship Coordinator, TUDelft
● Robert Hanisch, Director, NIST Office of Data & Informatics
● Peter McQuilton, FAIRsharing Founding Member, GSK
Early Adopter Community Curators
● Kyle Copas, GBIF
● Annie Elkjær Ørum-Kristensen, GBIF
● Lindsey Anderson, PNNL
● Joe Miller, GBIF
Thank you!

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FAIRsharing: curating an ecosystem of research standards and databases

  • 1. CC BY-SA 4.0 International datareadiness.eng.ox.ac.uk Allyson Lister, PhD FAIRsharing - Content and Community Coordinator, Senior Knowledge Engineer, ORCiD: 0000-0002-7702-4495 @FAIRsharing_org contact@fairsharing.org 10.25504/FAIRsharing.2abjs5 NLM Curation at Scale Workshop, 28-30 March 2022 Curating an ecosystem of research standards and databases
  • 2. CC BY-SA 4.0 International An informative and educational resource, and a service FAIRsharing provides curated descriptions and relationship graphs of standards, databases and policies in all disciplines COMMUNITY STANDARDS POLICIES by funders, journals and other organizations DATABASES including repositories and knowledgebases Identifiers Terminologies Guidelines Formats
  • 3. CC BY-SA 4.0 International Resource-level curators are jacks-of-all-trades, with an eye for relationships Standards, databases and policies, and the connections among them, are constantly evolving Scarcity, scope and mission creep create curation pressure points Outreach, attribution, partial automation and flexibility are vital The challenges we all face The solutions we take come from the community we serve Within FAIRsharing, Curation at Scale is the curation of relationships across resources, organisations and domains
  • 4. CC BY-SA 4.0 International Resource-level curators are jacks-of-all-trades, with an eye for relationships Standards, databases and policies, and the connections among them, are constantly evolving Scarcity, scope and mission creep create curation pressure points Outreach, attribution, partial automation and flexibility are vital The solutions we take come from the community we serve The challenges we all face Within FAIRsharing, Curation at Scale is the curation of relationships across resources, organisations and domains
  • 5. CC BY-SA 4.0 International Rich curation is available at all levels of granularity Expertise moves from the depth of data-level curation within a particular domain
  • 6. CC BY-SA 4.0 International Rich curation is available at all levels of granularity Expertise moves from the depth of data-level curation within a particular domain to the width of resource-level curation across all research areas and resource types
  • 7. CC BY-SA 4.0 International Providing relevant information across the entire research community is a complex challenge requiring a strong user community Relationships (among resources and within the user community) are at the core of FAIRsharing’s curation approaches https://fairsharing.org/browse/subject
  • 8. CC BY-SA 4.0 International Tailored views for education and promotion Collections are are branded pages that group selected standards and/or repositories Initiatives and projects have created them for several purposes, e.g. to list resources: URL: https://fairsharing.org/CrosswalkOfMostUsedMetadataSchemesAndGuidelines Maintainers Subjects Mapped to each other URL: https://fairsharing.org/RDACovid19WG Maintainers Subjects Recommended by a community URL: https://fairsharing.org/IVOA Maintainers Subjects Developed by the community URL: https://fairsharing.org/CDISC Maintainers Subjects Developed by a SDO
  • 9. CC BY-SA 4.0 International URL: https://fairsharing.org/ISO20691, https://fairsharing.org/graph/3533 URL: https://committee.iso.org/standard/68848.html Collections provide context and connectivity
  • 10. CC BY-SA 4.0 International https://fairsharing.org/graph/3381 Relationships are central to FAIRsharing, presenting both a challenge and an opportunity.
  • 11. CC BY-SA 4.0 International https://fairsharing.org/graph/3381 Relationships are central to FAIRsharing, presenting both a challenge and an opportunity. They are a dynamic system of interconnected resources across research domains.
  • 12. CC BY-SA 4.0 International https://fairsharing.org/graph/1699 Relationships are central to FAIRsharing, presenting both a challenge and an opportunity. They are a dynamic system of interconnected resources across research domains. Such systems showcase interoperability and improve findability.
  • 13. CC BY-SA 4.0 International https://fairsharing.org/graph/1699
  • 14. CC BY-SA 4.0 International Resource-level curators are jacks-of-all-trades, with an eye for relationships Standards, databases and policies, and the connections among them, are constantly evolving Scarcity, scope and mission creep create curation pressure points Outreach, attribution, partial automation and flexibility are vital The solutions we take come from the community we serve The challenges we all face Within FAIRsharing, Curation at Scale is the curation of relationships across resources, organisations and domains
  • 15. CC BY-SA 4.0 International All manually-curated repositories are faced with the challenge of curator scarcity Curator numbers do not follow Moore’s Law >3600 resources (March 2022) repositories standards policies
  • 16. CC BY-SA 4.0 International https://fairassist.org Resource-level metadata is vital for FAIR assessment
  • 17. CC BY-SA 4.0 International https://guidelines.openaire.eu/en/latest/data/index.html, https://www.federalregister.gov/documents/2020/01/17/2020-00689/request-for-public-comment-on-draft-desirable-characteristics-of-repositories-for-managing-and, https://www.rd-alliance.org/groups/data-repository-attributes-wg, Metadata Schema for the Description of Research Data Repositories, Repository Features to Help Researchers: An invitation to a dialogue, Identifying ELIXIR Core Data Resources, Core Trust Seal, Science Europe, The TRUST Principles for digital repositories, COAR Community Framework for Good Practices in Repositories, NIH: Selecting a Repository for Data Resulting from NIH-Supported Research, Standards, OpenDOAR Repositories and Metadata Practices, DCAT, https://datascience.nih.gov/news/nih-office-of-data-science-strategy-announces-new-initiative-to-improve-data-access, https://doi.org/10.48550/arXiv.2012.13117, https://rd-alliance.org/group/fair-research-software-fair4rs-wg/outcomes/fair-principles-research-software-fair4rs-0 The complexity challenge: implementing community consensus
  • 18. CC BY-SA 4.0 International The complexity challenge: implementing community consensus https://doi.org/10.1126/science.aab2374 and https://www.cos.io/initiatives/top-guidelines Published in 2015 http://doi.org/10.5334/dsj-2020-005 Published in 2020 Published in 2022 Different focus but common goals? 1. Improve clarity and efficiency 2. Increase alignment and comparability, 3. Better guidance to researchers to manage and share digital objects Transparency and Openness Promotion
  • 19. CC BY-SA 4.0 International Resource-level curators are jacks-of-all-trades, with an eye for relationships Standards, databases and policies, and the connections among them, are constantly evolving Scarcity, scope and mission creep create curation pressure points Outreach, attribution, partial automation and flexibility are vital The challenges we all face The solutions we take come from the community we serve Within FAIRsharing, Curation at Scale is the curation of relationships across resources, organisations and domains
  • 20. CC BY-SA 4.0 International Reducing scarcity through community Adopters and collaborators include: An endorsed output of the FAIRsharing WG (since 2015): A WG (since 2015) in: Researchers in academia, industry and government Developers & curators of resources and tools Research data facilitators, librarians, trainers Society, unions and community alliances Journal publishers and organisations with data policies Funders and data policy makers A recommended resource in EOSC reports Used by all stakeholder groups https://fairsharing.org/communities
  • 21. CC BY-SA 4.0 International Content & Community Curator Programme ● Gain on-the-job curation expertise ● Engagement and networking with a community of like-minded people ● Become an expert on data and metadata standards, repositories and data policies in their area ● Influence new FAIRsharing functionalities ● Attribution via ORCID, specialist user profiles, and others Curate – Influence – Gain Attribution – Engage – Learn Watch this space for exciting news! Early adopters
  • 22. CC BY-SA 4.0 International Linking associated data resources, standards and policies Organization and user attribution
  • 23. CC BY-SA 4.0 International We are soliciting feedback on: Design and functionality of organisation pages Microattribution via edit history display Recognition for Community Curators and maintainers Attribution via ORCID as a trusted partner Organization and user attribution
  • 24. CC BY-SA 4.0 International https://fairsharing.org/graph/3776 EU-funded BiCIKL Consortium is curating entries in FAIRsharing to structure landscaping analysis of adjacent infrastructures https://bicikl-project.eu/
  • 25. CC BY-SA 4.0 International https://fairsharing.org/graph/1206 MINSEQE https://fairsharing.org/graph/3776 EU-funded BiCIKL Consortium is curating entries in FAIRsharing to structure landscaping analysis of adjacent infrastructures Traversal of the graph aids resource discovery, gap analysis and further targeted outreach and engagement
  • 26. CC BY-SA 4.0 International Semi-automated curation: Repository and knowledgebase mapping to EOSC Identifier mapping via iterative NLP techniques and curator checks 58% of FAIRsharing records are unique Existing repository metadata provided by OpenaAIRE Mappings regularly produced by FAIRsharing to aid integration within Future work can build on standards and policy record metadata, unique to
  • 27. CC BY-SA 4.0 International Semi-automated curation: Organisation mapping to ROR Mapping via iterative NLP techniques and curator checks 55% of FAIRsharing organisations are unique Retrieve organisations present in ROR Mappings regularly produced by FAIRsharing to aid identification and attribution for our user community ROR IDs are added, but our curation is retained. In future, where conflicts exist, FAIRsharing metadata could be fed back to ROR. 100,000+ organisations top-level entities only 3200+ organisations Granularity determined by our community
  • 28. CC BY-SA 4.0 International Adding more metadata descriptors with our flexible data model ● Refine database records ○ according to community needs, e.g. the new RDA Data Repository Attributes WG, NIH GREI Initiative ● Expand policy records ○ according to ongoing work in RDA Funders IG / Policy Standardisation IG / FAIRsharing WG
  • 29. CC BY-SA 4.0 International Working within RDA groups: common policy template Objectives ● Develop and disseminate recommendations to improve funder-publisher policy alignment; leveraging the template developed by the http://doi.org/10.5334/dsj-2020-005 ● Consider how the recommendations could be used as a basis for continued alignment ● Implement the policy templates in FAIRsharing Initial areas of focus ● Data availability statements (DASs) and data deposit requirements https://www.rd-alliance.org/funder-publisher-research-data-policy-alignment
  • 30. CC BY-SA 4.0 International Working within RDA Data Repository Attribute WG: common repository template Objectives ● a list of common descriptive attributes of a data repository with ○ a definition of each attribute, ○ a rationale for the use and value of each attribute, ○ the feasibility of its implementation, ○ a gap analysis of its current availability from data repositories, and ● a selection of examples that illustrate the approaches currently being taken by repositories to express and expose these attributes to users and user agents. https://www.rd-alliance.org/groups/data-repository-attributes-wg
  • 31. CC BY-SA 4.0 International FAIRsharing can provide human- and machine-readable implementations for community-agreed checklists/guidance We can engage with stakeholders, many of which are already our users We can prototype and implement a common template for policy/database/standard attributes, as consensus is reached We provide registration to enable: ● Citability ● Discoverability ● Flexible and clearer descriptions ● Relationships ● Machine readability ● Comparability
  • 32. CC BY-SA 4.0 International FAIRsharing can provide human- and machine-readable implementations for community-agreed checklists/guidance We can engage with stakeholders, many of which are already our users We can prototype and implement a common template for policy/database/standard attributes, as consensus is reached We provide registration to enable: ● Citability ● Discoverability ● Flexible and clearer descriptions ● Relationships ● Machine readability ● Comparability Curating, describing, tagging, classifying the resources is not trivial. These activities need funding! Can we reach convergence of a common system and template? Maintaining the description up-to-date and monitoring evolution of each policy require continued engagement and curation
  • 33. CC BY-SA 4.0 International FAIRsharing content is diverse in terms of breadth and depth, to help our users and collaborators we are working on: ● Educational Guidance ○ to educate users on the many functionalities FAIRsharing offers via visual storytelling, infographics and videos ● Resource Finder ○ to create routes/pathways for stakeholders to use our content ○ Via decision tree, developed in phases, that guides users to discover, filter, select resources Educational Content
  • 34. CC BY-SA 4.0 International Stakeholder Advisors ● Amye Kenall, VP of Publishing and Product, Research Square ● Adam Leary, Oxford University Press ● Catriona MacCallum, Hindawi ● Dagmar Meyer, European Research Council, Executive Agency ● Dominic Fripp, JISC, UK ● Emma Ganley, Protocols.io ● Geraldine Clement-Stoneham, Medical Research Council ● Helena Cousijn, DataCite ● Iain Hrynaszkiewicz, PLoS ● Imma Subirats, FAO of the United Nations ● Kiera McNiece, Cambridge University Press ● Luiz Olavo Bonino, GO-FAIR ● Marina Soares E Silva and Sarah Callaghan, Elsevier ● Michael Ball, Biotechnology and Biological Sciences Research Council ● Mike Huerta, NIH National Library of Medicine ● Molly Cranston and Guillaume Wright, F1000Research ● Nick Everitt and Matthew Cannon, Taylor and Francis ● Scott Edmunds, GigaScience, Oxford University Press ● Simon Hodson, CODATA ● Theo Bloom, British Medical Journal ● Thomas Lemberger, EMBO Press ● Wei-Mun Chan, eLife ● Sowmya Swaminathan, Springer Nature Current Operational Team ● Allyson Lister, Content and Community Lead ● Milo Thurston, Technical Lead ● Ramon Granell, Data Enrichment & Quality Manager ● Delphine Dauga, Data Curator Manager ● Hiring in progress, Web Developer ● Dominique Batista, Research Software Engineer ● Philippe Rocca-Serra, Co-Founder ● Susanna-Assunta Sansone, PI and Founder ● and many collaborators and contributors! Executive Advisors ● Varsha Khodiyar, HDRUK ● David Carr, Independent expert ● Chris Graf, Springer Nature ● Marta Teperek, Data Stewardship Coordinator, TUDelft ● Robert Hanisch, Director, NIST Office of Data & Informatics ● Peter McQuilton, FAIRsharing Founding Member, GSK Early Adopter Community Curators ● Kyle Copas, GBIF ● Annie Elkjær Ørum-Kristensen, GBIF ● Lindsey Anderson, PNNL ● Joe Miller, GBIF Thank you!