Biomedical RAG Citation Pipelines
Build biomedical RAG systems that can defend their answers with traceable evidence.
Workflow
- Define the retrieval target first: abstracts, full text, trial records, internal documents, or mixed corpora.
- Choose indexing and chunking around the evidence unit you need to cite, not around arbitrary token counts alone.
- Use hybrid retrieval when terminology drift, gene aliases, diseases, and abbreviations matter.
- Keep retrieval, reranking, generation, and citation validation as separate stages with inspectable outputs.
- Require structured answers that bind each claim to a supporting source identifier or passage.
- 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.mdfor pipeline design choices. - Read
references/evaluation-checklist.mdfor retrieval and citation evaluation.
