EQUITRIAGE: leaderboard

Emergency department triage assigns patients an acuity score that determines treatment priority, and clinical evidence documents persistent gender disparities in human acuity assessment. As hospitals pilot large language models (LLMs) as triage decision support, a critical question is whether these models reproduce or mitigate known biases. We present EQUITRIAGE, a fairness audit of LLM-based ESI

Metric: Exact% (self-reported). Source: benchmarklist.com. Saturation forecast: Around April 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash44.3#99
2GPT-4.1 Nano37.4#731
3DeepSeek V3.136.4#264
4Nemotron 3 Super35.2#335
5Mistral Small 3.235#605

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=equitriage · How It Works · Data refreshed daily, snapshot 2026-10-20.