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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ADT vs ORM Messages: Which Is Harder to Convert to FHIR?
ADT and ORM are the two HL7v2 message families that almost every US integration team has to handle. ADT carries admit, discharge, and transfer events; ORM carries clinical orders. They look superficially similar, and the conversion to…
Top 7 FHIR Form Builders for Multi-Specialty Clinics
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
Top 5 Open-Source Code System Tools for 2026
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
In-Clinic Kiosk vs SMS PHQ-9: Which Yields Higher Completion Rate
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…
5 MPI Engines That Actually Handle Twin Births Correctly
Twin births are the unglamorous edge case that exposes whether an MPI engine was built carefully or built quickly. Two newborns share a date of birth, often a last name, a mother's name, an address, and the registering organization. Most de
5 SDC Form Engines That Actually Handle Conditional Logic
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
5 LOINC-Native Terminology Tools That Hold Up Under Clinical Load
LOINC is the code system that most US lab workflows quietly depend on, and the one most terminology servers handle adequately rather than well. The release cycle is fast, the hierarchy is real but flat, and the answer lists that ride alongs
Best Patient-Matching Tools for High-Volume EDs in 2026
A high-volume emergency department puts a particular kind of pressure on patient-matching tooling. Patients arrive without a chance to verify demographics calmly, the registration clerk has to capture identity in seconds, the matching engin
Best FHIR Questionnaire Tools for Behavioral-Health Intake
Behavioral-health intake is one of those FHIR Questionnaire workloads that looks like any other intake on the surface and gets meaningfully different the moment you implement it. The validated instruments are specific and copyrighted (PHQ-9