V13 · KNOWLEDGE REFRESH ENGINE™

Healthcare intelligence expires.
Build refresh into the product.

The target system gives every source and assertion a refresh policy, stale threshold, version lineage and re-verification workflow.

Canonical identityProvenanceMultilingualConfidenceFreshness
1 · INGESTPull approved source versions.
2 · DIFFDetect new, changed and retired entities.
3 · IMPACTIdentify affected mappings and products.
4 · REVIEWHuman-review high-impact conflicts.
5 · PUBLISHVersioned release with provenance.
6 · MONITORAlert on stale or broken relationships.