#fhir News & Analysis

3 articles tagged with #fhir. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AIBullisharXiv – CS AI · Jun 236/10

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Formally Verified Code Synthesis for Structured Data Translation in a Medical Internet of Things

Researchers present an LLM-powered code synthesis system that automatically generates formally verified translations between medical device data formats and healthcare interoperability standards. The system integrates formal verification into its pipeline to guarantee generated code meets predefined requirements, demonstrated through integrating a pulse oximeter into an existing Medical IoT network.

AINeutralarXiv – CS AI · May 276/10

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EHRSummarizer: A Privacy-Aware, FHIR-Native Reference Architecture for Source-Grounded EHR Summarization

EHRSummarizer presents a privacy-focused reference architecture for automatically summarizing fragmented electronic health records using FHIR standards and constrained AI summarization. The system addresses clinical workflow inefficiencies by normalizing health data and producing source-grounded summaries, though the research remains a prototype without clinical validation or demonstrated outcomes.

AINeutralarXiv – CS AI · Feb 274/106

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FHIR-RAG-MEDS: Integrating HL7 FHIR with Retrieval-Augmented Large Language Models for Enhanced Medical Decision Support

Researchers propose FHIR-RAG-MEDS, a system integrating HL7 FHIR healthcare standards with Retrieval-Augmented Generation to enhance personalized medical decision support. The study addresses the gap in practical applications of combining RAG and FHIR technologies for evidence-based clinical guidelines.