Grounded large language models for diagnostic prediction in real-world emergency department settings

Open-source LLM pipelines provide enhanced sourcing capabilities, crucial for transparent clinical decision-making and interpretability. Further research should expand knowledge bases to include hospital guidelines and regional epidemiology, while exploring on-premises solutions to better align with privacy regulations and clinical integration.