Case stage 05
Clinical and operational drafting
An authorized clinician or operational reviewer needs a clear record summary and a structured draft. Every statement points to the source passage or structured field so the reviewer can verify evidence before approval.
Reference builtReference implementation existsThe cited-draft pattern has a reference implementation. Clinical and administrative templates are configured per workflow.
What happens
- The authorized reviewer selects the records, purpose, and document sections for the workflow.
- The drafting service summarizes the records section by section.
- Each statement receives a citation, and statements without a citation are removed.
How the AI platform addresses it
- Retrieval uses only records allowed by the reviewer role, consent, purpose of use, and workflow scope.
- A language model writes the section drafts from the retrieved passages. A citation check confirms that each citation exists and supports its statement.
- A second model checks the draft against the same passages. Disagreements are shown beside the draft.
AI role
Summaries and section drafts with citations, written by a large language model, checked by a second model and by the citation rules.
Approval
An authorized clinician or operational reviewer approves each section. An unapproved section cannot be released.
Systems involved
- Workflow record
- Retrieval index
- Document workflow
- Audit ledger
Reference components
- Clinical visit scribe: cited draft from a transcript
- Claims letter alignment
- Records memory with citations