Performance of ChatGPT, Gemini and DeepSeek for non-critical triage support using real-world conversations in emergency department

LLMs can accurately triage ED patient urgency using real-world clinical conversations. Several models demonstrated both high sensitivity and acceptable response times, supporting the feasibility of LLM in non-critical triage support tools in diverse clinical environments. These findings apply to non-critical patients (KTAS 3-5), and further research should address integration with objective clinical data and real-time workflow.