Evaluation for spoke-okn

Evaluator: Automated Evaluation (GPT-5.4)

Evaluated on: 2026-05-30

⚠️ Automated Evaluation: This evaluation was generated automatically using an AI-based system. It is distinct from manual evaluations curated by human experts. Please review findings carefully and report any inaccuracies.

Evaluation Criteria: This evaluation uses the KG-Registry evaluation rubric as described in Cortes et al. (2025) . The rubric assesses knowledge graphs across multiple dimensions including access, provenance, documentation, maintenance, and fitness for purpose.


Access Level and Types

QuestionAnswerComment
Access to data outside of the knowledge graphYSPOKE website and publications describe the graph and its intended uses.
API or online access to the knowledge graphYSPARQL and TPF endpoints are listed for the OKN deployment.
Multiple access options availableYBoth FRINK query interfaces are documented.
Source code availabilityYResource page links to the public SPOKE repository.
Downloadable knowledge graphNNo downloadable SPOKE-OKN dump was identified in this pass.

Section Score: 4/5

Provenance of Nodes and Edges

QuestionAnswerComment
Source list providedYResource page now states that the OKN graph is derived from SPOKE, whose publications describe integrated sources.
Source versions informationY2023 Bioinformatics paper reports weekly rebuilds of the underlying SPOKE graph.
Import dependenciesYOKN deployment is explicitly modeled as derived from SPOKE.
Node and edge sourcesYSPOKE publications describe integration of dozens of biomedical databases and ontologies.
Edges deduplicationNNo explicit deduplication policy was confirmed for the OKN deployment.
Triples source detailsYReviewed publications provide source counts, node/edge types, and representative upstream resources.
Edge type schemaYPublications document SPOKE node and edge types even though a separate OKN schema page was not found.

Section Score: 6/7

Documented standards, schema, construction

QuestionAnswerComment
Biological usable dataYThe graph is explicitly intended for biomedical and precision-medicine applications.
Resolvable IDsYSPOKE integrates established biomedical resources and identifiers.
Construction documentationYBoth reviewed publications describe graph assembly and the integrated source landscape.
Transformation documentationY2023 paper describes weekly ETL-style graph builds from upstream resources.
Schema usedNNo separate formal schema artifact for the OKN deployment was identified.

Section Score: 4/5

Update frequency and versioning

QuestionAnswerComment
Stable versionsNNo versioned OKN releases were identified.
Public tracker informationNNo public issue tracker specific to SPOKE-OKN was identified.
Knowledge graph contact informationYSergio Baranzini is listed as a contact on the resource page.
Updated annuallyYUnderlying SPOKE publications report weekly updates.
Prior versions accessNNo archived OKN snapshots were found.

Section Score: 2/5

Evaluation - Metrics and Fitness for Purpose

QuestionAnswerComment
Use case providedYPublications describe applications in drug discovery, disease analysis, and clinical knowledge integration.
Evaluation against other modelsNNo benchmark comparison for the OKN deployment was identified.
Defined scopeYScope is a biomedical and environmental health knowledge graph derived from SPOKE.
Multiple evaluation methodsNNo explicit multi-method evaluation framework was found.
Accuracy metricsNNo specific quantitative accuracy metric was identified.

Section Score: 2/5

License Information

QuestionAnswerComment
LicenseMultiple upstream licenses apply; SPOKE publishes a source-license page.