3 papers
cs.CY2026
Socioeconomic Inference in LLM Medical Triage: Same Symptoms, Different ZIP Code
Qi Han Wong
We investigate whether large language models alter medical triage recommendations for identical symptoms when only the patient's socioeconomic status (SES) varies. Using three depl…
cs.AI2026
Gender-Dependent Diagnostic Substitution in LLM Medical Triage: Same Symptoms, Unequal Urgency
Qi Han Wong
We investigate whether large language models produce different medical triage recommendations for identical neurological symptoms when only the patient's stated gender and age vary…
cs.CL2026
Implicit Geographic Inference in LLM Medical Triage: Language-Driven Disparities in Emergency Recommendations
Qi Han Wong
We investigate whether large language models produce different medical triage recommendations for identical symptoms based solely on the language of the patient prompt. Using Gemin…