Evaluation for robokop

Evaluator: Not specified

Evaluated on: 2025-08-14

This is a manual evaluation intended to identify potential barriers to reuse.


Access Level and Types

QuestionAnswerComment
Access to data outside of the knowledge graphYCan access subgraphs through query searches
API or online access to the knowledge graphYNeo4j, ExEmPLAR (experimental tool for queries of Neo4j graphs), website with "question builder" feature, automat queries (cypher and TRAPI)
Multiple access options availableYCan download or query searches in multiple ways
Source code availabilityYHttps://github.com/RobokopU24/ORION (this is not the original GH from the paper but is now the one they are using)
Downloadable knowledge graphYHttps://stars.renci.org/var/plater/graphs/RobokopKG/6fe13d850fdbf89c/

Section Score: 5/5

Provenance of Nodes and Edges

QuestionAnswerComment
Source list providedYMetadata contains all source info
Source versions informationYMetadata includes links and versions for all sources
Import dependenciesYGithub lists docker requirements and graph spec file with example provided
Node and edge sourcesYNode and edges contain primary knowledge source attribute and, if relationship is inferred, any algorithms/methods used
Edges deduplicationYNot explicitly mentioned in paper or docs, but github for creating KG/metadata records have an "edge_normalization_version" so it appears they do
Triples source detailsNOne-hop connection schema has summary of all edge types (node 1 type, node 2 type, relationship), and individual edges include the original data source, but sources per triple type were not explicitly stated/summarized
Edge type schemaNOne-hop connection schema has summary of all edge types, and individual edges include the original data source, but sources per edge type were not explicitly stated

Section Score: 5/7

Documented standards, schema, construction

QuestionAnswerComment
Biological usable dataYJson files
Resolvable IDsYChoose one external representative entity ID and map synonyms using existing equivalencies and specailized rules
Construction documentationYGithub repo for construction with reaonsable documentation on how to use it in general, and metadata files include exact versions of functions that were used when creating their KG
Transformation documentationYNot explicitly described but metadata contains all preprocessing steps per source with versions of each normalization strategies used
Schema usedYBioLink

Section Score: 5/5

Update frequency and versioning

QuestionAnswerComment
Stable versionsN
Public tracker informationYGithub
Knowledge graph contact informationYContact form provided on website and weekly office hours over zoom
Updated annuallyN
Prior versions accessYAccessible for bulk download. No chnage log, but each comes with metadata that documents all source ingests (including versions) and preprocessing steps used for each source

Section Score: 3/5

Evaluation - Metrics and Fitness for Purpose

QuestionAnswerComment
Use case providedY4 ranging from simple linear queries to discovering mechanistic links
Evaluation against other modelsN
Defined scopeN
Multiple evaluation methodsN
Accuracy metricsYInformative subgrahs are ranked according to number of supporting publications and literarure co-occurence of entity pairs

Section Score: 2/5

License Information

QuestionAnswerComment
LicenseOpen-Source MIT License