Package multiple FHIR R4 resources produced from OpenMed output into a single valid transaction Bundle ready to POST to an EHR, using OpenMed's verified bundle assembler openmed.clinical.exporters.fhir.to_bundle. Covers deterministic urn:uuid fullUrls, automatic in-Bundle reference rewriting, request blocks (method/url) for transaction vs batch, and conditional create. Use after exporting-to-fhir when the user has several Condition/Observation/MedicationStatement resources and wants one transaction Bundle, mentions Bundle, transaction, references, or posting to a FHIR server. Builds on exporting-to-fhir; pairs after.
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A FHIR server ingests one transaction Bundle, not loose resources, and the
resources inside it must cross-reference each other (Condition.subject →
Patient, Observation.encounter → Encounter, DiagnosticReport.result →
Observation). OpenMed ships a deterministic, mechanical Bundle assembler —
openmed.clinical.exporters.fhir.to_bundle — that wraps the resources you built
in exporting-to-fhir into a valid R4 Bundle and wires up the references.
Use after you have a list of standalone resources from exporting-to-fhir and
the destination is a FHIR server. Reach for it when the user says "build a
Bundle", "transaction", "POST these resources", or needs internal references
resolved. To check the Bundle against US Core, hand off to validating-us-core.
from openmed.clinical.exporters.fhir import to_bundle, deterministic_fullurl
bundle = to_bundle(
resources, # Sequence[Mapping] each with a resourceType
doc_id="note-2024-03-02-001", # seeds stable urn:uuid fullUrls
bundle_type="transaction", # "transaction" | "batch" | "collection" | ...
)to_bundle does exactly three things, and never synthesises or validates:
fullUrl. Each resource gets a urn:uuid seeded by
doc_id + its index, so the same input always produces byte-identical
output (golden-test friendly). You can pre-compute the same urn with
deterministic_fullurl(doc_id, index).{"reference": "ResourceType/id"} whose target
is present in the Bundle is repointed at that resource's fullUrl. References
to resources absent from the Bundle (e.g. a Patient removed by
de-identification) are left untouched — no dangling internal refs.transaction/batch bundles each entry gets a
request block ({"method": "POST", "url": "<ResourceType>"}) so the server
knows to create it.It raises ValueError if a resource lacks resourceType, or if two
resources share the same ResourceType/id (duplicate ids would silently corrupt
the reference map).
from openmed.clinical.exporters.fhir import to_bundle
from openmed.clinical.exporters.codeable_concept_simple import coding, codeable_concept
condition = {
"resourceType": "Condition", "id": "cond-1",
"clinicalStatus": {"coding": [{
"system": "http://terminology.hl7.org/CodeSystem/condition-clinical",
"code": "active"}]},
"code": codeable_concept(
[coding("snomed", "44054006", "Diabetes mellitus type 2")],
text="type 2 diabetes"),
"subject": {"reference": "Patient/patient-1"}, # internal ref, rewritten
}
medication = {
"resourceType": "MedicationStatement", "id": "med-1", "status": "active",
"medicationCodeableConcept": codeable_concept(
[coding("rxnorm", "860975", "metformin 500 MG Oral Tablet")],
text="metformin 500 mg"),
"subject": {"reference": "Patient/patient-1"},
}
patient = {
"resourceType": "Patient", "id": "patient-1",
"gender": "unknown", # de-identified, synthetic
}
bundle = to_bundle([patient, condition, medication],
doc_id="demo-note", bundle_type="transaction"){
"resourceType": "Bundle",
"type": "transaction",
"entry": [
{
"fullUrl": "urn:uuid:6f1c...e2",
"resource": { "resourceType": "Patient", "id": "patient-1", "gender": "unknown" },
"request": { "method": "POST", "url": "Patient" }
},
{
"fullUrl": "urn:uuid:9a3b...77",
"resource": {
"resourceType": "Condition", "id": "cond-1",
"subject": { "reference": "urn:uuid:6f1c...e2" }
},
"request": { "method": "POST", "url": "Condition" }
},
{
"fullUrl": "urn:uuid:c0d4...19",
"resource": {
"resourceType": "MedicationStatement", "id": "med-1",
"subject": { "reference": "urn:uuid:6f1c...e2" }
},
"request": { "method": "POST", "url": "MedicationStatement" }
}
]
}Note Condition.subject and MedicationStatement.subject were rewritten from
"Patient/patient-1" to the Patient entry's fullUrl — that is what makes the
transaction resolvable in a single POST.
exporting-to-fhir; give each a unique id."Patient/<id>"; resolve those with conditional create (below).to_bundle(resources, doc_id=<stable>, bundle_type="transaction").POST [base] {Bundle}.validating-us-core).to_bundle writes POST <ResourceType> request blocks. To make a transaction
idempotent, post-process the entry's request to add an ifNoneExist query
so the server reuses an existing match instead of creating a duplicate:
for entry in bundle["entry"]:
if entry["resource"]["resourceType"] == "Patient":
entry["request"]["ifNoneExist"] = "identifier=http://hospital.example|MRN-REDACTED"The server creates the Patient only if no match exists; otherwise it links the
references to the existing one. PUT with a known id is the alternative for
true upserts.
exporting-to-fhir, which in
turn comes from openmed.analyze_text. Keep doc_id stable per source
document so re-running the pipeline yields the same Bundle.openmed.interop.fhir_operations.de_identify_bundle(bundle)
walks every entry's free text + XHTML narrative and de-identifies it while
preserving Bundle type, entry order, fullUrls, request blocks, and
references — codes, systems, and temporal values are never altered. Use it as
a final safety pass before transmission if any narrative might carry PHI.OperationOutcome on error).
Surface those to the user; for your own pre-flight findings use
to_operation_outcome(...) from the same package.id are valid but unreferenceable — nothing can
point at them and they will not be reference-rewrite targets.ResourceType/id raises. This is intentional: a duplicate id
would silently overwrite an entry in the reference map and corrupt
cross-references. Make ids unique."Patient/existing-123" you mean to resolve on
the server stays literal — pair it with ifNoneExist or a PUT.transaction vs batch. transaction is atomic (all-or-nothing, server
resolves urn:uuid references); batch is independent per-entry and does not
guarantee reference resolution. Use transaction when entries reference each
other.collection/document bundles get no request blocks (only
transaction/batch do) — correct, since they are not meant to be POSTed for
creation.validating-us-core before
submission.fullUrl resolution: https://hl7.org/fhir/R4/bundle.html#referencesifNoneExist): https://hl7.org/fhir/R4/http.html#cond-updatemaziyarpanahi/openmed
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