Version-Specific References: When You Need Them, When You Don't
A FHIR reference can point at a specific version of a resource by appending _history/N to the URL. That version-specific…
Reference Integrity in a Distributed FHIR Deployment
Reference integrity in a single-node FHIR server is a solved problem. Reference integrity across multiple servers, replicas, or federated stores…
Contained References vs External References: Cost and Safety
FHIR gives two ways to point one resource at another: contain it inside the parent, or reference it externally by…
Resolving FHIR References Without a Full Database Walk
Every non-trivial FHIR client eventually has to resolve references, and the naive resolver — one database read per reference —…
How to Author an SDC ExtractDefinition for a Multi-Answer PROMs Instrument
PROMs instruments are rarely single-answer. PROMIS-29 covers seven domains with four items each. PHQ-9 has nine items plus a computed…
FHIR Search Performance Across 4 Servers: A First Look at the Numbers
FHIR search is where most production payer workloads actually live. Patient Access calls, panel queries, analytics extracts, and prior-auth bundle…
CMS-0057-F Quarterly Reporting Requirements: What Payers Must Compute and Publish
Most of the CMS-0057-F conversation gets consumed by the four APIs and the SLAs that go with them. The quarterly…
Top 6 FHIR Data Store Patterns for Reusable Compliance Investment
The FHIR data store is the architectural decision that determines whether CMS-0057-F compliance becomes a reusable platform investment or stays…
Top 6 Da Vinci IGs Every Health Plan Should Track in 2026
The Da Vinci IG portfolio is large. For health plans implementing CMS-0057-F, not all IGs matter equally. Six IGs deserve…
Top 6 AI/ML Training Data Patterns on FHIR for Payer Models
US health payers are increasingly building AI and ML models for member outreach prioritization, prior auth automation, fraud detection, and…