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GCRI · Systems Science and Modelling

Source and data register

Where Systems Science and Modelling gets its data: each source with its licence, lineage, resolution, quality checks and known gaps.

01Workspace

The workspace for source and data register.

Evidence grading

Source and data register · Review wave 2 · Example interface, not a record

Two sources downgradedGCRI · Systems Science and Modelling

Certainty by criterion

0 low to 100 high

Higher is more certain. Values are examples.

Review queue

  1. R-1Models in librarysecond reviewer1 d
  2. R-2Models with validation recordsecond reviewer2 d
  3. R-3Coupled runs completedsecond reviewer6 d
Evidence grading.Illustrative interface; not live data.

Systems Science and Modelling · Evidence grading. Evidence grading: example names and illustrative values, not a record.

02What is recorded

Each source carries five facts.

01

Origin

Who produces the data and how.

02

Access terms

Licence, restrictions and permitted uses.

03

Quality

Coverage, resolution, update frequency and known errors.

04

Provenance

How the data reached the platform and what was changed.

05

Gaps

What is missing and how the gap is handled.

03Register

Every source the topic dossiers cite, with its terms.

SourceWhat it givesTermsUsed in
AgMIP crop model intercomparisonsCrop model ensemble protocols and resultsPublic, terms per projectModel intercomparison
ASME V&V 10, V&V 20 and V&V 40Verification, validation and credibility standardsLicensed standards, purchase requiredUncertainty and validation
CMIP6 archive via the Earth System Grid FederationClimate model outputs from common experimentsOpen, CC BY 4.0 for most models (to check per model)Model intercomparison
CoMSES Net and model archivesArchived models with documentationOpen, licence per modelReproducible modelling
CoMSES Net Computational Model LibraryArchive of agent-based models with code and ODD documentationOpen, licence per modelAgent based and complexity
Coupling frameworks such as OASIS, BMI and preCICE documentationTechnical standards for linking modelsOpen source, licence per projectCoupled systems modelling
Data assimilation literatureMethods for combining models and observationsLicence per publicationDigital twins method
Digital Twin Consortium definitions and resourcesIndustry definitions and capability frameworksPublic, terms to checkDigital twins method
EMA WorkbenchExploratory modelling and analysis toolkitOpen source, BSD licenceOptimisation under uncertainty
FAIR principles for research software (FAIR4RS)Principles for reusable research softwareOpen, CC BY 4.0Reproducible modelling
Input-output and trade networks (OECD ICIO, BACI)Economic dependency networksPublic, OECD terms; open, Etalab licenceNetworks and cascades
Integrated assessment model documentation (IAMC wiki)Structure and assumptions of integrated assessment modelsPublic, terms to checkCoupled systems modelling
IPCC uncertainty guidance noteCalibrated uncertainty languagePublic, IPCC termsUncertainty and validation
ISIMIP cross-sectoral simulationsLinked impact model resultsOpen, licence per dataset (to check)Coupled systems modelling
ISIMIP repositoryImpact model outputs for water, agriculture, health and other sectorsOpen, licence per dataset (to check)Model intercomparison
ISO 23247 digital twin frameworkReference architecture for manufacturing digital twinsLicensed standard, purchase requiredDigital twins method
Journal of Artificial Societies and Social SimulationPeer-reviewed agent-based researchOpen access, CC BYAgent based and complexity
Literature on model genealogy and ensemble independenceAnalysis of shared model componentsLicence per publicationModel intercomparison
NASA-STD-7009Credibility assessment of models and simulationsPublic domain, US governmentUncertainty and validation
National academies reports on digital twinsAssessment of foundational research gapsPublic, terms per publisherDigital twins method
National integrated planning models where publishedApplied coupled modelsLicence per publisherCoupled systems modelling
NetLogo and MesaOpen-source agent-based modelling platformsOpen source, GPL and Apache licencesAgent based and complexity
Network science literature on cascadesModels and validation studiesLicence per publicationNetworks and cascades
NetworkX, igraph and graph-toolOpen-source network analysis softwareOpen source, BSD and GPL licencesNetworks and cascades
ODD protocol publicationsDocumentation standard for agent-based modelsLicence per publicationAgent based and complexity
Open-source optimisation tools such as Pyomo and JuMPModelling languages for stochastic and robust optimisationOpen source, BSD and MPL licencesOptimisation under uncertainty
Operations research literature on stochastic programmingMethods and applicationsLicence per publicationOptimisation under uncertainty
Pattern-oriented modelling literatureValidation approaches for complex modelsLicence per publicationAgent based and complexity
Power grid network models for researchGrid topology datasetsLicence per dataset (to check)Networks and cascades
Published adaptive pathway plans, such as delta programmesApplied adaptive planningPublic records, licence per governmentOptimisation under uncertainty
Published city and utility digital twin case studiesApplied twins and lessonsLicence per publicationDigital twins method
Published network datasets such as SNAP and NetzschleuderBenchmark networks for methods testingOpen, licence per datasetNetworks and cascades
Published validation studies in each fieldEvidence on model performanceLicence per publicationUncertainty and validation
Reproducibility studies in computational scienceMeasured reproduction ratesLicence per publicationReproducible modelling
SALib and other open sensitivity analysis librariesImplementations of global sensitivity methodsOpen source, MIT licenceUncertainty and validation
Scenario Modeling Hub publications for epidemicsMulti-model epidemic scenario projectionsPublic, terms per hubModel intercomparison
Society for Decision Making under Deep Uncertainty resourcesMethods and case studies for robust and adaptive planningPublic, terms to checkOptimisation under uncertainty
Software Heritage archiveArchived source code with identifiersOpen, archive termsReproducible modelling
Water-energy-food nexus modelling literatureApproaches and case studiesLicence per publicationCoupled systems modelling
Zenodo and institutional repositoriesDeposited models and data with DOIsOpen, licence per recordReproducible modelling
04Known gaps

Where the systems modelling data record is thin.

  • Shared data on interdependencies.
  • Validation data for rare events.
  • Open model code for many sector models.
05Status

How the register grows.

Sources are added to the register as they are reviewed. A source is listed only once its terms permit the use described.

07Questions

Questions and answers.

Can I suggest a data source?
Yes. Write to the contact form with the source, its owner and its terms.
ReportsContribute

Contribute evidence from this page.

Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

GCRISystems Science and ModellingMethods and TechnicalScenario and Stress-Test
Systems Science and Modelling

Bring a method, a dataset or a question.

Information and enquiries are open today. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.