Synthetic data generation using Synthea
il y a 8 mois
There is an excellent project named Synthea from the MITRE corpoeration that can generate synthetic data, and it would be an excellent fit for the call "Maximising the potential of synthetic data generation in healthcare applications". See https:// github.com/synthetichealth/synthea
As mentioned on the project's homepage, Synthea features:
- Birth to Death Lifecycle
- Configuration-based statistics and demographics (defaults with Massachusetts Census data)
- Modular Rule System
- Drop in Generic Modules
- Custom Java rules modules for additional capabilities
- Primary Care Encounters, Emergency Room Encounters, and Symptom-Driven Encounters
- Conditions, Allergies, Medications, Vaccinations, Observations/Vitals, Labs, Procedures, CarePlans
- Formats
- HL7 FHIR (R4, STU3 v3.0.1, and DSTU2 v1.0.2)
- Bulk FHIR in ndjson format (set exporter.fhir.bulk_data = true to activate)
- C-CDA (set exporter.ccda.export = true to activate)
- CSV (set exporter.csv.export = true to activate)
- CPCDS (set exporter.cpcds.export = true to activate)
- Rendering Rules and Disease Modules with Graphviz
I am happy to assist in synthetic data generation, FHIR/SNOMED data mapping and general healthcare infromatics expertise as part of the project.
Soins de santé
E-health
IT
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