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Existing standards can represent MedLog’s logging patterns without requiring a new software stack.

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W3C PROV

The W3C PROV model provides one framework for computational provenance, where MedLog records map to prov:Entity, model invocations to prov:Activity, and users or models to prov:Agent.
MedLog conceptPROV concept
MedLog recordprov:Entity
Model invocationprov:Activity
User or modelprov:Agent

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OpenTelemetry

OpenTelemetry can collect and transport these events.

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FHIR

Fast Healthcare Interoperability Resources (FHIR) can anchor MedLog records to standardized clinical entities such as AuditEvent, Patient, Condition, Observation, Practitioner, and PractitionerRole.