2 papers
cs.AI2026
Counterfactual Auditing of Bias in Open-Source Large Language Models for Clinical Triage
Manar Aljohani, Brandon Ho, Kenneth McKinley +2
Emergency department (ED) triage is a high-stakes prioritization task in which demographic, socioeconomic, and system-context information may improperly influence acuity assignment…
cs.CL2026
Domain-Adapted Small Language Models for Reliable Clinical Triage
Manar Aljohani, Brandon Ho, Kenneth McKinley +2
Accurate and consistent Emergency Severity Index (ESI) assignment remains a persistent challenge in emergency departments, where highly variable free-text triage documentation cont…