Build a Multi-Center Research Specimen FHIR Bundle Synthesizer
Process biological specimen metadata from research cohorts and correlate with NCBI gene accession references. Assemble validated FHIR R5 Specimen and DiagnosticReport bundles.
What you are building
The core problem, expected build, and operating context for this challenge.
Process biological specimen metadata from research cohorts and correlate with NCBI gene accession references. Assemble validated FHIR R5 Specimen and DiagnosticReport bundles.
Biobank Informatics Specialist
Ingest specimen accession sheets and associated sequence run IDs from research archives.
Query mock NCBI Datasets endpoints to retrieve corresponding transcript and protein identifiers.
Construct valid FHIR Specimen resources containing collection method, container, and taxon codes.
Assemble FHIR Bundle payloads linking Specimen, Observation, and DiagnosticReport entities.
Web dashboard showing specimen graph nodes, resource JSON previews, and FHIR validation badges.
Load synthetic biobank specimen records referencing NCBI human gene accessions NM_020107.5 and NP_001334352.2. Starter examples below are synthetic. They are not downloaded records.
NCBI Datasets gene download Applies NCBI Datasets accession query parameters 'datasets download gene accession NM_020107.5 NP_001334352.2'.
langgraph, pydantic-ai, biopython. Manages multi-stage state transitions across specimen validation, accession lookup, and FHIR bundle linking. Remote hosted API capable of structured tool calling and stateful context propagation.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Generates FHIR R5 Bundle resources with correct 'transaction' or 'collection' bundle types.
Validates bidirectional references between Specimen and DiagnosticReport resources.
Rejects records containing non-standard NCBI accession formatting with explicit diagnostic errors.
```json [ { "input": { "specimen_id": "SPEC-9021", "body_site": "Venous blood", "taxon": "Homo sapiens", "accession": "NM_020107.5" }, "expected_output": { "bundle_entry_count": 2, "specimen_id": "SPEC-9021", "accession_valid": true, "fhir_bundle_type": "collection", "validation_errors": [] } }, { "input": { "specimen_id": "SPEC-BAD", "body_site": "", "taxon": "Unknown", "accession": "INVALID_ACCESSION" }, "expected_output": { "bundle_entry_count": 0, "specimen_id": "SPEC-BAD", "accession_valid": false, "fhir_bundle_type": "collection", "validation_errors": [ "Invalid NCBI accession format", "Missing mandatory body_site" ] } } ] ```
Uses synthetic research specimen records; strictly excluded from actual clinical laboratory operation workflows. Use mock external writes. Require human review before any real deployment.
Participation guide
Uses synthetic research specimen records; strictly excluded from actual clinical laboratory operation workflows. Use mock external writes and human review.
How work is evaluated
Generates FHIR R5 Bundle resources with correct 'transaction' or 'collection' bundle types. Validates bidirectional references between Specimen and DiagnosticReport resources. Rejects records containing non-standard NCBI accession formatting with explicit diagnostic errors.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Ingest specimen accession sheets and associated sequence run IDs from research archives. Query mock NCBI Datasets endpoints to retrieve corresponding transcript and protein identifiers. Construct valid FHIR Specimen resources containing collection method, container, and taxon codes. Assemble FHIR Bundle payloads linking Specimen, Observation, and DiagnosticReport entities.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Generates FHIR R5 Bundle resources with correct 'transaction' or 'collection' bundle types. Validates bidirectional references between Specimen and DiagnosticReport resources. Rejects records containing non-standard NCBI accession formatting with explicit diagnostic errors.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Web dashboard showing specimen graph nodes, resource JSON previews, and FHIR validation badges.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Uses synthetic research specimen records; strictly excluded from actual clinical laboratory operation workflows.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest specimen accession sheets and associated sequence run IDs from research archives.
Query mock NCBI Datasets endpoints to retrieve corresponding transcript and protein identifiers.
Construct valid FHIR Specimen resources containing collection method, container, and taxon codes.
Assemble FHIR Bundle payloads linking Specimen, Observation, and DiagnosticReport entities.
Reference links and supporting material
Load synthetic biobank specimen records referencing NCBI human gene accessions NM_020107.5 and NP_001334352.2. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
LangGraph
Runtime for stateful agent workflows.
Evaluated output
No output checks are configured.
- Ingest specimen accession sheets and associated sequence run IDs from research archives. Query mock NCBI Da...
- Generates FHIR R5 Bundle resources with correct 'transaction' or 'collection' bundle types. Validates bidir...
- Web dashboard showing specimen graph nodes, resource JSON previews, and FHIR validation badges.
- 2 public reference cases
- 2 configured tools
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- LangGraph · Optional
- LangGraph · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.