Serialisation Strategy Matters: How FHIR Data Format Affects LLM Medication Reconciliation

This study systematically compares four FHIR data serialisation strategies for LLM-assisted medication reconciliation, showing a significant impact on performance for smaller models. Clinical Narrative outperformed Raw JSON for models up to 8B parameters, but this advantage reversed for the 70B model.