Mapping Apple HealthKit and Google Health Connect to Standard HL7 FHIR Resources

Core clinical engineering and protocols for Consumer-to-FHIR Harmonization.

The Disconnect Between Consumer Trackers and Hospital Systems

Millions of patients wear Apple Watches and Garmin devices that track heart rate and sleep patterns. However, physicians cannot review raw proprietary exports in the hospital clinic: medical workflows require structured data in standard HL7 FHIR format with LOINC coding.

Automated Semantic Transformation Pipelines

WearablesIoT parses consumer data payloads and maps them to standardized FHIR Observation resources: step counts are tagged with LOINC 55423-8, continuous heart rate with LOINC 8867-4, and oxygen saturation with LOINC 59408-5, ensuring direct compatibility with hospital EHR systems.

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