SC

/claim #17

Summary

Implements a self-contained Scientific Knowledge Graph milestone for issue #17.

This adds deterministic linked-data workflows:

  • entity extraction for concepts, authors, institutions, tools, datasets, protocols, funders, DOIs, and projects
  • typed graph nodes and evidence-backed relationship edges
  • entity page payloads with contexts, connected entities, and evidence
  • graph search/filtering by type, domain, institution, citation count, and reproducibility
  • personalized recommendation payloads for sidebar, weekly digest, and discovery mode
  • schema.org/JSON-LD export
  • lightweight local API/demo server

Requirement Mapping

  • Entity extraction: extractEntities
  • Linked data and schema.org metadata: buildJsonLdExport
  • Entity pages: buildEntityPage
  • Knowledge navigation/search: searchGraph
  • Relationship graph: buildKnowledgeGraph
  • AI research recommendations: buildRecommendations
  • Personalized feed: recommendation scoring uses interests, project history, citations, reproducibility, and institution

Full mapping is in scientific-knowledge-graph/docs/requirement-map.md.

Verification

cd scientific-knowledge-graph
npm run check
npm test
PORT=4331 npm start

API smoke tested locally:

  • /api/entities
  • /api/relationships
  • /api/search
  • /api/entity
  • /api/recommendations
  • /api/jsonld
  • /api/dashboard

Notes

Prepared with OpenAI Codex assistance. The implementation and tests were reviewed and run locally before submission.

Claim

Total prize pool $475
Total paid $0
Status Pending
Submitted May 13, 2026
Last updated May 13, 2026

Contributors

TR

Treasure520520

@Treasure520520

100%

Sponsors

SC

SCIBASE.AI

@SCIBASE.AI

$475