Healthcare Agent

NurseSim-Triage evaluates an agent's ability to perform safety-critical clinical triage in Emergency Department scenarios. The agent receives patient presentations (chief complaint, vital signs, demographics, medical history) and must assign the correct Manchester Triage System category (1-5) while providing clinical reasoning. Tasks assess: Risk Stratification - Correctly identifying life-threatening conditions (Category 1: Cardiac arrest, Anaphylaxis, Sepsis) Demographic Context Integration - Weighing age and gender as risk modifiers (e.g., chest pain in 72M vs 20M) Safety-Critical Decision Making - Avoiding dangerous under-triage that could delay life-saving treatment Clinical Reasoning - Explaining triage decisions with medically sound rationale The benchmark includes 15 gold-standard scenarios spanning all 5 MTS categories, evaluated by GPT-5.2 judges for both accuracy and safety complia

The green agent evaluates doctor agents' medical communication skills through simulated patient interactions. It assesses empathy, persuasion, and safety across 30 criteria while managing dialogues with patients exhibiting diverse MBTI personality types. The system generates comprehensive performance reports with scores and improvement recommendations.