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biomedical-rag-citation-pipelines

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Design citation-grounded biomedical retrieval and generation systems for literature-heavy assistants. Use when building or improving PubMed or PMC search pipelines, hybrid retrieval, claim-to-citation validation, evidence-aware answer synthesis, or evaluation workflows for biomedical RAG applications.

16 stars
1.2k downloads
Updated 2 weeks ago

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SKILL.md

Biomedical RAG Citation Pipelines

Build biomedical RAG systems that can defend their answers with traceable evidence.

Workflow

  1. Define the retrieval target first: abstracts, full text, trial records, internal documents, or mixed corpora.
  2. Choose indexing and chunking around the evidence unit you need to cite, not around arbitrary token counts alone.
  3. Use hybrid retrieval when terminology drift, gene aliases, diseases, and abbreviations matter.
  4. Keep retrieval, reranking, generation, and citation validation as separate stages with inspectable outputs.
  5. Require structured answers that bind each claim to a supporting source identifier or passage.
  6. Evaluate retrieval quality and citation faithfulness separately; good prose does not imply grounded answers.

Guardrails

  • Do not present uncited synthesis as evidence-backed.
  • Track PMID, PMCID, DOI, trial ID, or internal document IDs explicitly.
  • Flag review articles versus primary studies.
  • Separate source existence checks from claim relevance checks.

References

  • Read references/system-patterns.md for pipeline design choices.
  • Read references/evaluation-checklist.md for retrieval and citation evaluation.

Install

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Requires askill CLI v1.0+

AI Quality Score

62/100Analyzed 2 weeks ago

Conceptually sound biomedical RAG citation pipeline skill with clear structure and useful guardrails. Provides high-level workflow guidance for building citation-grounded systems but lacks implementation depth - no code, specific tools, or concrete parameters. Tags (ci-cd, github-actions) seem mismatched with the skill content. References external files that may not be available. Decent foundational resource for those new to biomedical RAG but insufficient for direct implementation."

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Metadata

Licenseunknown
Version-
Updated2 weeks ago
Publishermdbabumiamssm

Tags

ci-cdgithub-actions