Producing syntactically valid R4 (which exporting-to-fhir andassembling-fhir-bundles do) is not the same as conforming to US Core — the
HL7 US realm profiles that EHRs (Epic, Cerner/Oracle Health) require for
ingestion and that USCDI mandates for certified exchange. This skill validates
OpenMed-produced FHIR against US Core before you submit it.
Use it as the gate right before submission, after you have assembled a Bundle.
Reach for it when the user says "US Core", "USCDI", "must-support", "will Epic
accept this", or "validate my FHIR". It is the conformance counterpart to the
mechanical builders — OpenMed builds the JSON; the HL7 validator judges it.
The reference implementation is the HL7 validator_cli.jar (the same engine
behind https://validator.fhir.org). Validate against the US Core package by IG:
# One-time: get the validator
curl -L -o validator_cli.jar \
https://github.com/hapifhir/org.hl7.fhir.core/releases/latest/download/validator_cli.jar
# Validate a resource/Bundle against the current US Core IG
java -jar validator_cli.jar condition.json \
-version 4.0.1 \
-ig hl7.fhir.us.core \
-tx https://tx.fhir.org # terminology server for code validation
-ig hl7.fhir.us.core pulls the current published US Core package; pin a
version (e.g. -ig hl7.fhir.us.core#6.1.0) for reproducible CI. The validator
exits non-zero on errors and prints issues with FHIRPath locations.
For ad-hoc checks without a JVM, paste the JSON into the public validator UI at
https://validator.fhir.org (do not paste real PHI — validate synthetic or
de-identified resources only).
US Core only validates against a profile if the resource claims it viameta.profile. Add the canonical URL for the profile you target:
{
"resourceType": "Condition",
"meta": {
"profile": [
"http://hl7.org/fhir/us/core/StructureDefinition/us-core-condition-problems-health-concerns"
]
}
}
Then java -jar validator_cli.jar condition.json -ig hl7.fhir.us.core checks it
against that profile's constraints, including must-support elements.
OpenMed NER gives you the clinical mention; US Core wants structured context.
The recurring gaps when going from raw spans to US Core:
| Gap | US Core expects | Fix in the exporter |
|---|---|---|
Missing code.coding | A coded value (SNOMED/ICD-10 for Condition; LOINC for Observation; RxNorm for medication) | Ground the span; codeable_concept([...]) with a real coding, not just text |
Missing category | encounter-diagnosis/problem-list-item (Condition), laboratory/vital-signs (Observation) | Set category in the resource shell |
Missing clinicalStatus / status | Required status fields | Set them per the exporting-to-fhir cheat-sheet |
Missing subject | A resolvable Patient reference | Reference an in-Bundle Patient; let to_bundle rewrite it |
Unbound valueQuantity.code | UCUM unit code | Use system: http://unitsofmeasure.org + UCUM code |
| Vital signs not on the vitals profile | us-core-vital-signs shape (LOINC code, vital-signs category) | Use the vitals LOINC + category |
"Must-support" means the producer must populate the element when the data
exists. The validator flags must-support omissions as warnings; certified
systems may reject them.
exporting-to-fhir, assembling-fhir-bundles).meta.profile for the US Core profile each resource targets.validator_cli.jar with -ig hl7.fhir.us.core and a -tx server.best practice. Fix errors in the exporter, not by hand-editing JSON.
assembling-fhir-bundles for the transaction POST).If you run validation programmatically, adapt the result into a FHIROperationOutcome with OpenMed's helper so the rest of your pipeline speaks one
shape:
from openmed.clinical.exporters.fhir import from_validation_result
# `result` exposes issues, or errors/warnings/information buckets
outcome = from_validation_result(result) # -> R4 OperationOutcome dict
from_validation_result understands either an issues collection orerrors/warnings/information buckets (strings or issue objects) and emits a
clean R4 OperationOutcome (all-ok when empty). It only reads structural
metadata — keep diagnostics PHI-free.
assembling-fhir-bundles; the output is conformance issues you fix back inexporting-to-fhir.
from_validation_result /to_operation_outcome / OperationOutcomeIssue (all inopenmed.clinical.exporters.fhir) convert validator findings to R4.
narrative might carry PHI, run openmed.interop.fhir_operations.de_identify_bundle
first.
meta.profile, no profile check. The validator validates base R4 onlyunless the resource claims the profile (or you force it with -profile <url>).
-tx server. Without -tx, code-system /value-set bindings are not fully checked; many US Core required bindings
will be missed. Point -tx at https://tx.fhir.org or your own Ontoserver.
hl7.fhir.us.core#<version>). US Core revisionschange must-support and bindings; an unpinned run drifts.
urn:uuid references resolve; validating a lone resource flags references it
cannot see.
profile set that implements it. Conform to the US Core profile for the
matching USCDI class.
omissions even though the validator calls them warnings. Treat must-support as
required for production.