Resources

3 results for "llm simulation"

Database Credentialed Access

MIMIC-IV-Ext-DischargeBench: Dataset for Pre-Deployment Evaluation of LLM Discharge Educators through Patient Simulation

Won Seok Jang, Zonghai Yao, Hong Yu

MIMIC-IV-Ext-DischargeBench is a derived dataset of 320 curated hospitalization cases (v1.0.0) built from MIMIC-IV (v3.1) and MIMIC-IV-Note (v2.2). Each case is a structured patient profile drawn from the discharge documentation of a single hospital…
patient education discharge education simulation benchmark
Published: Oct. 29, 2026. Version: 1.0.0
Database Credentialed Access

AIPatient KG: MIMIC-III and CORAL Electronic Health Records based Patient Knowledge Graph

Lizhou Fan, Huizi Yu

This study integrates the MIMIC-III and CORAL electronic health records into knowledge graphs to enhance their utility for advanced medical analysis and decision-making. MIMIC-III contains comprehensive data from over 40,000 patients, while CORAL fo…
Published: April 15, 2025. Version: 1.0.0
Database Credentialed Access

PatientSim: A Persona-Driven Simulator for Realistic Doctor-Patient Interactions

Daeun Kyung, Hyunseung Chung, Seongsu Bae, et al.

Doctor-patient consultations require multi-turn, context-aware communication tailored to diverse patient personas. Training or evaluating doctor LLMs in such settings requires realistic patient interaction systems. However, existing simulators often…
multi-turn dialogue llm simulation doctor-patient consultation electronic health records
Published: Oct. 18, 2025. Version: 1.0.0