Tagged: FHIR

13 articles on fhir.

October 29, 2026•8 min read

Claude Code for FHIR and HL7v2: The Agent Doesn't Get to Say Done

Claude Code can write FHIR and HL7v2 interface code. A verification loop decides done: FHIR Validator, replay diffs, terminology checks, PHI hooks.

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HL7v2 to FHIR Conversion With an LLM: Mapping, Not Messages

October 28, 2026·9 min read

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HL7v2 to FHIR Conversion With an LLM: Mapping, Not Messages

Use an LLM for HL7v2 to FHIR mapping at design time, never on live messages. Real bugs, a diff-and-validate loop, and how to catch feed drift.

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Writing AI Notes Back to Epic: FHIR on the Outside, Vendor-Specific on the Inside

October 26, 2026·8 min read

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Writing AI Notes Back to Epic: FHIR on the Outside, Vendor-Specific on the Inside

Writing AI scribe notes back to Epic, Oracle and eCW via FHIR DocumentReference: payloads, silent failures, audit trails, and why the model never signs.

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How to Detect Hallucinations in AI Clinical Notes Before They're Signed

October 24, 2026·11 min read

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How to Detect Hallucinations in AI Clinical Notes Before They're Signed

Split the note into claims, cite each to a FHIR resource, and reject empty or truncated output before a clinician signs.

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The Best FHIR MCP Server Gives the Model No FHIR Tools

October 20, 2026·8 min read

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The Best FHIR MCP Server Gives the Model No FHIR Tools

Why a production FHIR MCP server gives the model typed tasks, not FHIR: SMART scopes, Bundle bloat, minimum PHI and audit logs from MedScrub and eSpiral.

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CMS-0057-F FHIR Prior Auth API for 2027: Keep the LLM Out of Order-Sign

October 19, 2026•9 min read

NEW!

CMS-0057-F FHIR Prior Auth API for 2027: Keep the LLM Out of Order-Sign

CMS-0057-F makes FHIR prior auth APIs due in 2027. How CRD rides CDS Hooks, why no LLM belongs in order-sign, and where AI can safely draft DTR answers.

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May 8, 2026·8 min read

Healthcare AI Will Be Won by Verticals. The Recipe Has Been Around for a Decade.

Most healthcare AI companies are failing for the same reason. The ones winning are running the same playbook: one Palantir figured out before anyone called it AI. Forward-deployed engineer. Ontology. Integrations. Then AI tooling.

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May 6, 2026·8 min read

Mirth Connect, what happened? Here's What Comes Next.

Mirth democratized healthcare integration. Then NextGen acquired it, and the world moved on. What the next generation of integration tooling looks like, and why the transition was inevitable.

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March 30, 2025·12 min read

FHIR Meets Graph Databases: Exploring Healthcare's Natural Network Structure

FHIR data is a graph. Treating it as flat tables is why most healthcare AI struggles with relationships between patients, providers, and encounters. What happens when you model it the way it actually is.

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July 17, 2024·6 min read

5 Reasons to Solve for Adoption Before Building Your Digital Health Tool

Clinicians love the idea but no one's buying. That gap is a pattern, and it almost never comes down to the technology. Five adoption problems to solve before you build the product.

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August 5, 2023•4 min read

CDS Hooks: What Nobody Tells You Before You Build

CDS Hooks look straightforward until you try to get them working in Epic. Six months of integration reality the documentation glosses over.

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March 30, 2023·7 min read

HL7v2 Healthcare Integrations with 🫏 Mulesoft

The MuleSoft Accelerator promises a unified patient view across EHRs using FHIR and HL7v2 integrations. What that looks like in practice, where it delivers, and where you'll spend your consulting budget.

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March 12, 2023·11 min read

How to ingest HL7v2 Messages into Google Cloud

HL7v2 arrives over MLLP. Google Cloud Healthcare API converts it to FHIR. A complete walkthrough for capturing healthcare messages in Google Cloud, from DICOM stores to Pub/Sub triggers.

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