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FAIR Software (and Data) Citation:
Europe, Research Object Systems,
Networks and Off the Shelf Infrastructure
Professor Carole Goble
The University of Manchester, UK
Software Sustainability Institute UK
ELIXIR-UK, ELIXIR Interop Platform
carole.goble@manchester.ac.uk
Orcid 0000-0003-1219-2137
NSFWorkshop Data and Software Citation, 6-7 June 2016, Boston USA, Software Panel
Acknowledgements
U Manchester
• Stian Soiland-Reyes
• Stuart Owen
• Caroline Jay
• Robert Haines
• Norman Morrison
U Newcastle
• Paolo Missier
U Illinois Urbana-Champaign
• Dan Katz
Murphy Mitchell Consulting Ltd
• Fiona Murphy
F1000
• Liz Allen
U Oxford
• Neil Jefferies
• Lucie Burgess
ISI, USC
• Yolanda Gil
• Daniel Garijo
Force11 DCIP / Harvard
• Tim Clark
ELIXIR / BioSchemas.org
• Rafael Jimenez (Hub)
• Niall Beard (ELIXIR UK)
• Aleks Nenadic (ELIXIR UK)
• Jo McEntyre (EBI,THOR)
NIH BD2K
• Susanna Sansone (bioCADDIE,
ELIXIR)
• Ian Fore (NIH)
Software Sustainability Institute
• Shoaib Sufi
• Neil Chue Hong
• Mike Jackson
STFC
• Catherine Jones
Chief Contexts
Workflow Repository
Systems and Synthetic
Biology Projects
FAIR
Findable
Accessible
Interoperable
Reusable
Intelligible
Reproducible
Citable
Track & Countable
Findable
Accessible
Interoperable
Reusable
Intelligible
Change
Citable
Track & Countable
FAIR Credit
sciencecodemanifesto.org
http://www.elixir-europe.org/
17 ELIXIR members
2 observers
major bioinformatics
service providers
(~150)
Co-operation Long term support
ob
Germany
ob
Data Citation in Europe
PMC full text
http://dliservice.research-infrastructures.eu/#/
https://www.openaire.eu/
https://www.rd-
alliance.org/groups/rdawds-
publishing-data-services-wg.html
European Open Science
Cloud
Technical and Human
infrastructure for
Open Research
• interoperability and integration
between ORCID and DataCite
infrastructures
• PID e-infrastructure: promote uptake
and sustain
https://project-thor.eu/
Giving Researchers Credit for their Data
https://www.jisc.ac.uk/rd/projects/research-data-spring
• Carrots for authors, ”pain-free” submission
• Helper app for submitting data papers and data for
papers (using DataCite and ORCID)
http://www.software.ac.uk/software-credit
Over 90 Guides
War Stories
Policy, Support
http://www.software.ac.uk/software-management-plans
digital curation centre
http://dcc.ac.uk
http://openresearchsoftware.metajnl.com/
http://www.software.ac.uk/how-cite-and-describe-software
Mike Jackson
http://rse.ac.uk
Not all creditable software
is a “downloadable
application”
Registration is hit and miss
Counts
Community
Smarts
Software Citation Space
Science as a Service
Open Source Codes
Virtual Machines
Portable Packaging
Commercial tools
Reproducible
Research: Citing
your execution
environment using
Docker and a DOI
http://www.software.ac.uk/blog/2016-03-29-reproducible-research-citing-your-execution-
environment-using-docker-and-doi
+ +
Caroline Jay, Robert Haines
http://idinteraction.cs.manchester.ac.uk
‘ABC: Using Object Tracking to Automate Behavioural Coding.’ CHI 2016.
=Fixity
Publishing
Service vs Science
Background vs Foreground Software
Software and Data* in
foreground most likely cited.
Same software and data viewed
as background not or not
explicitly cited though equally
essential
* Wynholds, et al (2012) Data, data use, and scientific inquiry: two case studies of data practices 10.1145/2232817.2232822
The invisibility of software, esp:
• widely used
• infrastructural
• component/library
• cross-discipline
Credit Drift
Immediate
team
Background
team
“Foreground”
software
Authorship Authorship?
Cited?
Acknowledged
Cited?
Mentioned
Ignored
“Background”
software
Cited
Transitive, FractionalCredit
Not all software is equal
* Wynholds, et al (2012) Data, data use, and scientific inquiry: two case studies of data practices 10.1145/2232817.2232822
https://mr-c.github.io/shouldacite
http://bit.ly/shouldacite
SSI Collaborations
Workshop 2016
Should
I cite the
software?
Overcoming Barriers to Software Citation
survey of experiences citing software in research publications
http://bit.ly/1WxWFY7
Caroline Jay, Robert Haines, University of Manchester, UK
Robin Wilson, University of Southampton, UK
System
Biology
Projects
Commons
http://fair-dom.org
Systems and
Synthetic
Biology Projects
Linking, “Packaging” & Citing
Codes, Data, Models, SOPs,
Samples, Strains, Articles,
People, Projects….
Repository spanning catalogue,
reference (“cite”) distributed 3rd party content
Standards
Public data
archives
Project data
repositories
Literature archives
Public model
archives
Uploaded content
Plugin Model tools
FAIRDOM
Plugin Data tools
Structured Metadata Capture
metadata
sheets
sample sheets
data sheets
http://www.rightfield.org.uk
[Martin Scharm,
Rostock University]
Haus et al, BMC Systems Biology, 2011, 5:10
Solvent production by Clostridium acetobutylicum
https://dx.doi.org/10.1111/febs.13237 https://doi.org/10.15490/seek.1.investigation.56
http://data.datacite.or
g/10.15490/seek.1.inv
estigation.56
Citation G. Penkler; F. duToit;W. Adams; M.
Rautenbach; D. C. Palm; D. D. van Niekerk; J. L.
Snoep; (2014): Glucose metabolism in Plasmodium
falciparum trophozoites; FAIRDOMHub.
http://dx.doi.org/10.15490/seek.1.investigation.56
Fixity Publishing, URIs -> DOIs
"Mapping present and
future predicted distribution
patterns for a meso-grazer
guild in the Baltic Sea" Sonja
Leidenberger et al
Credits
Attributions
In Multiple Packs
Track?
Workflows
Pointer to 3rd
Party Data
Collection
Pointer to 3rd
Party Code
Local files
• Aggregated
• Granularity
• Atomicity / Subsets
• Recombined
• Distributed
• Dynamic and versioned
• Multi-contributors
• Spans resources
• Independently stewarded
• Shift and change
Content Contribution
• Metadata Framework: Bundles and relate multi-hosted scattered digital
resources of a scientific experiment or investigation using standard mechanisms
• Exchange, Publishing, Reproducibility, Portability, Repair
See Stephen Abrams Talk yesterday
Datasets, Data collections
Standard operating procedures
Software, algorithms
Configurations,
Tools and apps, services
Codes, code libraries
Workflows, scripts
System software
Infrastructure
Compilers, hardware
Input
Data
Workflow
Description
Provenance
trace
Version of
Codes /
Services
Output
Manifest
Construction
Manifest
Identification
to locate things
Aggregates
to link things together
Annotations
about things & their
relationships
Container
Metadata Objects
Citable Reproducible Packaging
Manifest
Description
Type Checklists
what should be there
Provenance
where it came from
Versioning
its evolution
Dependencies
what else is needed
Manifest
Packaging content & links:
Zip files, BagIt, Docker images
Catalogues & Commons Platforms:
FAIRDOM SEEK, STELAR eLab
RO Types: Manifest Content Profiles
minimal, maximal, extensible
PID
Citation
Checklist
Version
Provenance
Dependencies
JATS
DC DCAT
ISAEFO
SBML
MIAME CWL
Common
properties
among content
types
Minimum information
for one content type
Workflow RO Bundle
ZIP or BagIt folder structure
Belhajjame et al (2015) Using a suite of ontologies for preserving workflow-centric research objects,
JWeb Semantics doi:10.1016/j.websem.2015.01.003
application/vnd.wf4ever.robundle+zip
JSON and YAML
Persistent Identification of Software:
a building block to citation & curation
Catherine.jones@stfc.ac.uk B. Matthews, I. Gent, J.Tedds & S Lamerton
Project URL http://rrr.cs.st-andrews.ac.uk/
Guidelines for persistently identifying
software using DataCite https://epubs.stfc.ac.uk/work/24058274
• Most recent?
– Location indicator, crosslink
– Credit the contributors now, the version now
– Strong presumption it exists and is living
• Fixed Snapshot?
– Defend publication, Reuse
– Credit the contributors then, the version then
– Presumption it exists and is archived
• Line in the sand?
– Credit the contributors then, the version then
– Weak presumption it exists
• Warrant?
• Acknowledgement not contribution
• Don’t care if it exists
• Important “influence” citation for its contributors
What does the citation mean
for the author or reader?
Identifier Resolution, Citation Persistence, Content Decay?
Commons
my Disk
Commons
• DOI proliferation
– Channelling for Counting and
Landing Pages
• Authenticity:Tamper-proof
Exchange and Provenance
– Hashing & Checksums
– Secure signature & probity
services
– Block chain
• anti tampering transaction
logging
• https://www.ethereum.org/
– Proll and Rauber, Scalable
data citation in dynamic, large
databases: Model and
reference implementation,
(2014)
10.1109/BigData.2013.6691588
• Uber Collection / Hierarchy
/ subsetting (cf. Dryad,
DataONE, DataVerse)*
• RO author/contributor
information in its manifest
• ROs manifest =>
constituent resources,
provenance for
contribution.
*Ball, A. & Duke, M. (2011). "How to Cite Datasets and Link to
Publications?". DCC How-to Guides. Edinburgh: DigitalCuration Centre.
http://www.dcc.ac.uk/resources/how-guides/cite-datasets.
Granularity
Atomicity
Aggregation
Robust Transitivity & Propagation
Citation and Credit Aggregation and Granularity
• Backward Citation
– What was this based
on, who did it?
• Forward Citation
– What is using this,
who did that?
• “PageRank”
CreditAggregation
CitationGranularity
Drift
D. S. Katz, "Transitive Credit as a Means to Address Social andTechnological Concerns Stemming from Citation and
Attribution of Digital Products," Journal of Open Research Software, v.2(1): e20, pp. 1-4, 2014. DOI: 10.5334/jors.be
1
3
2
2
3
4
1
1
1
2
2
5
3
3
4
3
Who gets credit for what?
Using Provenance for Credit Mapping
Paolo Missier
Alice
Charlie
Bob
Paolo Missier, DataTrajectories: tracking reuse of published data for transitive credit attribution, IDCC 2016
W3C PROV
dependency graph
“Provlets”
• Tracking RO usage and
indirect contributions
• Awarding fractional credit to
contributors
1. “Contriponents”
• contributors + components
2.Weighted contribution
3. Networked Credit maps
• Travel with the contriponents
Transitive Credit contribution
Dan Katz and Arfon Smith
*Katz, D.S. & Smith, A.M., (2015).
TransitiveCredit and JSON-LD.
Journal of Open Research
Software. 3(1), p.e7, DOI:
http://doi.org/10.5334/jors.by
D. S. Katz, "Transitive Credit as a
Means to Address Social and
Technological Concerns Stemming
from Citation andAttribution of
Digital Products," Journal of Open
Research Software, v.2(1): e20, pp.
1-4, 2014. DOI: 10.5334/jors.be
How do we
weight and
track ?
https://www.refme.com/uk/
http://depsy.org/
• Literature mining
– Duck et al Ambiguity and
variability of database and
software names in
bioinformatics (2015) DOI:
10.1186/s13326-015-0026-0
• Infrastructure
– Identifier and provenance
infrastructure, dependency
managers, metrics
services, repositories,
machine readable and
processable metadata,
reference managers
• CReDIT
– contributor taxonomy
– http://casrai.org/CRediT
– Time for revision?
http://mdc.lagotto.io/
http://ivory.idyll.org/blog/2015-authorship-on-software-papers.html
Find | Cite | Credit
Ramps “Riding the metadata COTS-tails”
• 3rd of web pages
• Opening out -> community groups and extensions
• Builds on a shared core and data structure
• Simple embedding in web pages and CMS
• Widespread tooling, harvesters and indexing
• Search engines and Integration tools
• It’s all about the metadata and knowledge graph
Google, Bing, Yahoo, Yandex
Find | Cite | Credit
Ramps “Riding the metadata COTS-tails”
Depth
DATS
Reach
http://codemeta.github.io/
http://ontosoft.org/
Find | Cite | Credit
Ramps “Riding the metadata COTS-tails”
Reach
Depth
Bioschemas.org
Specification
Data model
Minimum information
Controlled vocabularies
Cardinality
Documentation
Examples
New (properties | types)
Restrictions
Constraints
Extensions
BioSchemas.org
minimal, maximal, extensible
Training
materials
Events Organizations
Data
Standards
Software
Minimum information
for one content type
Training
materials
Events Organizations
DataSoftware
Standards
Common properties
among content types
Identifier, Title, Description, Author, Topics, Audience, Publication Date, …
Schema.org
BioSchemas.org, W3C FHIR WG
Daniel Mietchen et al , Adapting JATS to support data citation, Journal ArticleTag Suite Conference (JATS-
Con) Proceedings 2015, Bethesda (MD): National Center for Biotechnology Information 2015.
Journal ArticleTag Suite
DATS
SoftwareSourceCode
• Stretch in all directions
– Granularity, Atomicity,Aggregation
– Only partially automatable
• DynamicCitation
– “Citable Units”
– Buneman et al, https://tinyurl.com/bdf-cacm
• ROs & Contriponents
– Standardised metadata manifests
– Tracking fabrics
– Distributed => will break
• Keep it simple
– Incremental, Commodity based, LowTech
– Guidelines & Conventions
– Ramps – like Bioschemas.org
– Capture metadata all along the way….
Open Questions?
Getting folks (authors, reviewers,
editors) to cite software and data
For Further Information
• http://www.researchobject.org
• http://www.wf4ever-project.org
• http://www.fair-dom.org
• http://seek4science.org
• http://www.software.ac.uk
• http://www.bioschemas.org
• http://codemeta.github.io/
• http://myexperiment.org
• http://www.commonwl.org/
EXTRAS
unshown

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FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks and Off the Shelf Infrastructure

  • 1. FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks and Off the Shelf Infrastructure Professor Carole Goble The University of Manchester, UK Software Sustainability Institute UK ELIXIR-UK, ELIXIR Interop Platform carole.goble@manchester.ac.uk Orcid 0000-0003-1219-2137 NSFWorkshop Data and Software Citation, 6-7 June 2016, Boston USA, Software Panel
  • 2. Acknowledgements U Manchester • Stian Soiland-Reyes • Stuart Owen • Caroline Jay • Robert Haines • Norman Morrison U Newcastle • Paolo Missier U Illinois Urbana-Champaign • Dan Katz Murphy Mitchell Consulting Ltd • Fiona Murphy F1000 • Liz Allen U Oxford • Neil Jefferies • Lucie Burgess ISI, USC • Yolanda Gil • Daniel Garijo Force11 DCIP / Harvard • Tim Clark ELIXIR / BioSchemas.org • Rafael Jimenez (Hub) • Niall Beard (ELIXIR UK) • Aleks Nenadic (ELIXIR UK) • Jo McEntyre (EBI,THOR) NIH BD2K • Susanna Sansone (bioCADDIE, ELIXIR) • Ian Fore (NIH) Software Sustainability Institute • Shoaib Sufi • Neil Chue Hong • Mike Jackson STFC • Catherine Jones
  • 3. Chief Contexts Workflow Repository Systems and Synthetic Biology Projects
  • 4.
  • 7. http://www.elixir-europe.org/ 17 ELIXIR members 2 observers major bioinformatics service providers (~150) Co-operation Long term support ob Germany ob
  • 8. Data Citation in Europe PMC full text
  • 10. Technical and Human infrastructure for Open Research • interoperability and integration between ORCID and DataCite infrastructures • PID e-infrastructure: promote uptake and sustain https://project-thor.eu/ Giving Researchers Credit for their Data https://www.jisc.ac.uk/rd/projects/research-data-spring • Carrots for authors, ”pain-free” submission • Helper app for submitting data papers and data for papers (using DataCite and ORCID)
  • 11. http://www.software.ac.uk/software-credit Over 90 Guides War Stories Policy, Support http://www.software.ac.uk/software-management-plans digital curation centre http://dcc.ac.uk http://openresearchsoftware.metajnl.com/
  • 14. Not all creditable software is a “downloadable application” Registration is hit and miss Counts Community Smarts
  • 15. Software Citation Space Science as a Service Open Source Codes Virtual Machines Portable Packaging Commercial tools
  • 16. Reproducible Research: Citing your execution environment using Docker and a DOI http://www.software.ac.uk/blog/2016-03-29-reproducible-research-citing-your-execution- environment-using-docker-and-doi + + Caroline Jay, Robert Haines http://idinteraction.cs.manchester.ac.uk ‘ABC: Using Object Tracking to Automate Behavioural Coding.’ CHI 2016. =Fixity Publishing
  • 17. Service vs Science Background vs Foreground Software Software and Data* in foreground most likely cited. Same software and data viewed as background not or not explicitly cited though equally essential * Wynholds, et al (2012) Data, data use, and scientific inquiry: two case studies of data practices 10.1145/2232817.2232822 The invisibility of software, esp: • widely used • infrastructural • component/library • cross-discipline
  • 18. Credit Drift Immediate team Background team “Foreground” software Authorship Authorship? Cited? Acknowledged Cited? Mentioned Ignored “Background” software Cited Transitive, FractionalCredit Not all software is equal * Wynholds, et al (2012) Data, data use, and scientific inquiry: two case studies of data practices 10.1145/2232817.2232822
  • 20. Overcoming Barriers to Software Citation survey of experiences citing software in research publications http://bit.ly/1WxWFY7 Caroline Jay, Robert Haines, University of Manchester, UK Robin Wilson, University of Southampton, UK
  • 22. Systems and Synthetic Biology Projects Linking, “Packaging” & Citing Codes, Data, Models, SOPs, Samples, Strains, Articles, People, Projects….
  • 23. Repository spanning catalogue, reference (“cite”) distributed 3rd party content Standards Public data archives Project data repositories Literature archives Public model archives Uploaded content Plugin Model tools FAIRDOM Plugin Data tools
  • 24. Structured Metadata Capture metadata sheets sample sheets data sheets http://www.rightfield.org.uk
  • 25. [Martin Scharm, Rostock University] Haus et al, BMC Systems Biology, 2011, 5:10 Solvent production by Clostridium acetobutylicum
  • 26. https://dx.doi.org/10.1111/febs.13237 https://doi.org/10.15490/seek.1.investigation.56 http://data.datacite.or g/10.15490/seek.1.inv estigation.56 Citation G. Penkler; F. duToit;W. Adams; M. Rautenbach; D. C. Palm; D. D. van Niekerk; J. L. Snoep; (2014): Glucose metabolism in Plasmodium falciparum trophozoites; FAIRDOMHub. http://dx.doi.org/10.15490/seek.1.investigation.56 Fixity Publishing, URIs -> DOIs
  • 27. "Mapping present and future predicted distribution patterns for a meso-grazer guild in the Baltic Sea" Sonja Leidenberger et al Credits Attributions In Multiple Packs
  • 28. Track? Workflows Pointer to 3rd Party Data Collection Pointer to 3rd Party Code Local files
  • 29. • Aggregated • Granularity • Atomicity / Subsets • Recombined • Distributed • Dynamic and versioned • Multi-contributors • Spans resources • Independently stewarded • Shift and change Content Contribution
  • 30. • Metadata Framework: Bundles and relate multi-hosted scattered digital resources of a scientific experiment or investigation using standard mechanisms • Exchange, Publishing, Reproducibility, Portability, Repair See Stephen Abrams Talk yesterday
  • 31. Datasets, Data collections Standard operating procedures Software, algorithms Configurations, Tools and apps, services Codes, code libraries Workflows, scripts System software Infrastructure Compilers, hardware Input Data Workflow Description Provenance trace Version of Codes / Services Output
  • 32. Manifest Construction Manifest Identification to locate things Aggregates to link things together Annotations about things & their relationships Container Metadata Objects Citable Reproducible Packaging Manifest Description Type Checklists what should be there Provenance where it came from Versioning its evolution Dependencies what else is needed Manifest Packaging content & links: Zip files, BagIt, Docker images Catalogues & Commons Platforms: FAIRDOM SEEK, STELAR eLab
  • 33. RO Types: Manifest Content Profiles minimal, maximal, extensible PID Citation Checklist Version Provenance Dependencies JATS DC DCAT ISAEFO SBML MIAME CWL Common properties among content types Minimum information for one content type
  • 34. Workflow RO Bundle ZIP or BagIt folder structure Belhajjame et al (2015) Using a suite of ontologies for preserving workflow-centric research objects, JWeb Semantics doi:10.1016/j.websem.2015.01.003 application/vnd.wf4ever.robundle+zip JSON and YAML
  • 35. Persistent Identification of Software: a building block to citation & curation Catherine.jones@stfc.ac.uk B. Matthews, I. Gent, J.Tedds & S Lamerton Project URL http://rrr.cs.st-andrews.ac.uk/ Guidelines for persistently identifying software using DataCite https://epubs.stfc.ac.uk/work/24058274
  • 36. • Most recent? – Location indicator, crosslink – Credit the contributors now, the version now – Strong presumption it exists and is living • Fixed Snapshot? – Defend publication, Reuse – Credit the contributors then, the version then – Presumption it exists and is archived • Line in the sand? – Credit the contributors then, the version then – Weak presumption it exists • Warrant? • Acknowledgement not contribution • Don’t care if it exists • Important “influence” citation for its contributors What does the citation mean for the author or reader? Identifier Resolution, Citation Persistence, Content Decay?
  • 38. Commons • DOI proliferation – Channelling for Counting and Landing Pages • Authenticity:Tamper-proof Exchange and Provenance – Hashing & Checksums – Secure signature & probity services – Block chain • anti tampering transaction logging • https://www.ethereum.org/ – Proll and Rauber, Scalable data citation in dynamic, large databases: Model and reference implementation, (2014) 10.1109/BigData.2013.6691588
  • 39. • Uber Collection / Hierarchy / subsetting (cf. Dryad, DataONE, DataVerse)* • RO author/contributor information in its manifest • ROs manifest => constituent resources, provenance for contribution. *Ball, A. & Duke, M. (2011). "How to Cite Datasets and Link to Publications?". DCC How-to Guides. Edinburgh: DigitalCuration Centre. http://www.dcc.ac.uk/resources/how-guides/cite-datasets. Granularity Atomicity Aggregation
  • 40. Robust Transitivity & Propagation Citation and Credit Aggregation and Granularity • Backward Citation – What was this based on, who did it? • Forward Citation – What is using this, who did that? • “PageRank” CreditAggregation CitationGranularity Drift D. S. Katz, "Transitive Credit as a Means to Address Social andTechnological Concerns Stemming from Citation and Attribution of Digital Products," Journal of Open Research Software, v.2(1): e20, pp. 1-4, 2014. DOI: 10.5334/jors.be
  • 41. 1 3 2 2 3 4 1 1 1 2 2 5 3 3 4 3 Who gets credit for what? Using Provenance for Credit Mapping Paolo Missier Alice Charlie Bob Paolo Missier, DataTrajectories: tracking reuse of published data for transitive credit attribution, IDCC 2016 W3C PROV dependency graph “Provlets”
  • 42. • Tracking RO usage and indirect contributions • Awarding fractional credit to contributors 1. “Contriponents” • contributors + components 2.Weighted contribution 3. Networked Credit maps • Travel with the contriponents Transitive Credit contribution Dan Katz and Arfon Smith *Katz, D.S. & Smith, A.M., (2015). TransitiveCredit and JSON-LD. Journal of Open Research Software. 3(1), p.e7, DOI: http://doi.org/10.5334/jors.by D. S. Katz, "Transitive Credit as a Means to Address Social and Technological Concerns Stemming from Citation andAttribution of Digital Products," Journal of Open Research Software, v.2(1): e20, pp. 1-4, 2014. DOI: 10.5334/jors.be
  • 43. How do we weight and track ? https://www.refme.com/uk/ http://depsy.org/ • Literature mining – Duck et al Ambiguity and variability of database and software names in bioinformatics (2015) DOI: 10.1186/s13326-015-0026-0 • Infrastructure – Identifier and provenance infrastructure, dependency managers, metrics services, repositories, machine readable and processable metadata, reference managers • CReDIT – contributor taxonomy – http://casrai.org/CRediT – Time for revision? http://mdc.lagotto.io/
  • 45. Find | Cite | Credit Ramps “Riding the metadata COTS-tails” • 3rd of web pages • Opening out -> community groups and extensions • Builds on a shared core and data structure • Simple embedding in web pages and CMS • Widespread tooling, harvesters and indexing • Search engines and Integration tools • It’s all about the metadata and knowledge graph Google, Bing, Yahoo, Yandex
  • 46. Find | Cite | Credit Ramps “Riding the metadata COTS-tails” Depth DATS Reach
  • 47. http://codemeta.github.io/ http://ontosoft.org/ Find | Cite | Credit Ramps “Riding the metadata COTS-tails” Reach Depth
  • 48. Bioschemas.org Specification Data model Minimum information Controlled vocabularies Cardinality Documentation Examples New (properties | types) Restrictions Constraints Extensions
  • 49. BioSchemas.org minimal, maximal, extensible Training materials Events Organizations Data Standards Software Minimum information for one content type Training materials Events Organizations DataSoftware Standards Common properties among content types Identifier, Title, Description, Author, Topics, Audience, Publication Date, …
  • 50. Schema.org BioSchemas.org, W3C FHIR WG Daniel Mietchen et al , Adapting JATS to support data citation, Journal ArticleTag Suite Conference (JATS- Con) Proceedings 2015, Bethesda (MD): National Center for Biotechnology Information 2015. Journal ArticleTag Suite DATS SoftwareSourceCode
  • 51. • Stretch in all directions – Granularity, Atomicity,Aggregation – Only partially automatable • DynamicCitation – “Citable Units” – Buneman et al, https://tinyurl.com/bdf-cacm • ROs & Contriponents – Standardised metadata manifests – Tracking fabrics – Distributed => will break • Keep it simple – Incremental, Commodity based, LowTech – Guidelines & Conventions – Ramps – like Bioschemas.org – Capture metadata all along the way…. Open Questions? Getting folks (authors, reviewers, editors) to cite software and data
  • 52. For Further Information • http://www.researchobject.org • http://www.wf4ever-project.org • http://www.fair-dom.org • http://seek4science.org • http://www.software.ac.uk • http://www.bioschemas.org • http://codemeta.github.io/ • http://myexperiment.org • http://www.commonwl.org/