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J. Chong

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Open access Aug 2026

Context-Dependent FHIR Serialisation Strategies for Clinical LLM Deployment: A Multi-Layer Benchmark on UK Core Data

This work presents FHIRBench-UK, evaluating five large language models across six serialisation formats and three clinical tasks on 100 UK Core FHIR patient bundles, and recommends task-aware serialisation routing as a zero-cost quality intervention for NHS FHIR-based LLM deployments.

J. Chong · medRxiv · 0 citations

Open access Jul 2026

FHIRBench: Benchmarking FHIR Clinical Data Serialization Strategies for Large Language Models

It is established that clinical AI systems require model-aware serialization middleware, multi-layer evaluation frameworks, and capacity verification before deployment, as well as a patient-safety gap where AI fails for the patients who need it most.

J. Chong · medRxiv · 0 citations