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Author: Marcus Chen

Health-tech product analyst from Seattle. Focused on payer interoperability, prior authorization, and where the friction really lives.
Best Terminology Servers for RxNorm-Driven Medication Lookup in 2026
  • Terminology server

Best Terminology Servers for RxNorm-Driven Medication Lookup in 2026

Marcus ChenJuly 6, 2026July 13, 20260

RxNorm is the US medication terminology that most digital health stacks depend on for medication lookup, prescription entry, and downstream interaction checking. The release cadence is monthly, the model is denser than most code systems, an

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How to Ship All Four CMS-0057-F APIs on One Platform (Patient, Provider, Payer-to-Payer, PA)
  • Medical form builder

How to Ship All Four CMS-0057-F APIs on One Platform (Patient, Provider, Payer-to-Payer, PA)

Marcus ChenJuly 5, 2026July 14, 20260

Most payer engineering teams reading CMS-0057-F for the first time make the same silent decision: they scope the work as Patient Access plus three future projects. That framing quietly becomes four vendor procurements, four data models,…

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Best Open-Source EMPI Tools for Community Health Centers
  • Master Patient Index

Best Open-Source EMPI Tools for Community Health Centers

Marcus ChenJuly 2, 2026July 13, 20260

Community health centers operate under a particular set of constraints. Budgets are tight, the technical team is small, and the patient population skews toward higher-acuity, multi-encounter, complex demographics that put real pressure on a

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Best FHIR Questionnaire Tools for Telehealth Workflows in 2026
  • Medical form builder

Best FHIR Questionnaire Tools for Telehealth Workflows in 2026

Marcus ChenJune 29, 2026July 13, 20260

Telehealth workflows put a particular shape of demand on FHIR Questionnaire tooling. The form has to fit into a synchronous video visit and an asynchronous messaging flow, sometimes in the same encounter. The patient is filling it out on th

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7 FHIR translate Implementations Compared for ICD-10 Workflows
  • Terminology server

7 FHIR translate Implementations Compared for ICD-10 Workflows

Marcus ChenJune 25, 2026July 13, 20260

The `$translate` operation is one of those FHIR features that everyone references and few teams stress-test until production exposes the gaps. ICD-10-CM workflows in US healthcare lean on it heavily: SNOMED CT problem lists need to map to I

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Top 5 FHIR-First MPI Tools for ACO Networks
  • Master Patient Index

Top 5 FHIR-First MPI Tools for ACO Networks

Marcus ChenJune 22, 2026July 13, 20260

Accountable Care Organization networks have a particular set of needs around patient identity that pushes them toward FHIR-first MPI tooling. The network spans multiple participating organizations, each with its own EHR and its own internal

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Top 7 FHIR Form Builders for Multi-Specialty Clinics
  • Medical form builder

Top 7 FHIR Form Builders for Multi-Specialty Clinics

Marcus ChenJune 18, 2026July 13, 20260

Multi-specialty clinics have a particular set of constraints when picking a FHIR form builder. The form library has to span many specialties (primary care, cardiology, behavioral health, pediatrics, oncology, the rest), the terminology cove

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Top 5 Open-Source Code System Tools for 2026
  • Terminology server

Top 5 Open-Source Code System Tools for 2026

Marcus ChenJune 15, 2026July 13, 20260

Open-source code system tooling has matured to the point where a team can run a credible terminology layer without buying a commercial product. The trade-off is operational: you own the upgrades, the indexes, the loader scripts. For teams t

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In-Clinic Kiosk vs SMS PHQ-9: Which Yields Higher Completion Rate
  • Medical form builder

In-Clinic Kiosk vs SMS PHQ-9: Which Yields Higher Completion Rate

Marcus ChenJune 14, 2026July 13, 20260

The two dominant PHQ-9 delivery channels in US ambulatory care are the in-clinic kiosk (a tablet handed to the patient at check-in) and the SMS link (a text message with a URL that opens a mobile-friendly form). Both work. Both feed the…

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5 SDC Form Engines That Actually Handle Conditional Logic
  • Medical form builder

5 SDC Form Engines That Actually Handle Conditional Logic

Marcus ChenJune 8, 2026July 8, 20260

Conditional logic in SDC forms is one of those features that vendor demos handle gracefully and production deployments expose mercilessly. The Structured Data Capture IG defines enableWhen and enableBehavior as core mechanisms for showing o

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Recent Posts

  • Single-Site MPI vs Federated EMPI: How to Choose for Hospital Networks
  • Static Forms vs SDC-Driven FHIR Forms for US Practices
  • Cloud-Hosted vs Self-Hosted FHIR Terminology Servers for 2026
  • JaroWinkler vs Soundex for Patient-Name Matching in US Practice
  • LHC-Forms vs NLM Form Builder: A Practical Comparison

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