H-AdminSim: A Multi-Agent Simulator for Realistic Hospital Administrative Workflows with FHIR Integration

arXiv:2602.05407 · cs.AI, cs.CL · Submitted 2026-02-05 · Read on arXiv

cs.AI, cs.CL

Submitted: 2026-02-05

Updated: 2026-04-15

Project page: https://ljm565.github.io/h_adminsim_project

Terminology

• Accuracy — 8× in this paper · explained in 1 episode
• Incorrect Format — 6× in this paper
• Large Language Model — 6× in this paper
• Not the Earliest Time — 5× in this paper
• Core — 4× in this paper · explained in 2 episodes
• Fail to Identify — 4× in this paper
• Incomplete Simulation — 4× in this paper
• Incorrect Department — 4× in this paper
• Incorrect Physician — 4× in this paper
• Time Conflict — 4× in this paper
• Wrong Duration — 4× in this paper
• Actor — 3× in this paper · explained in 3 episodes
• Physician Conflict — 3× in this paper
• Synthetic Data Generation — 3× in this paper · explained in 5 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Fast Healthcare Interoperability Resources — 2× in this paper
• Incorrect Patient Information — 2× in this paper
• Large Language Model (LLM) — 2× in this paper · explained in 3 episodes
• National Health Service — 2× in this paper
• Agent-Based Simulation — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Differential Privacy — 1× in this paper · explained in 4 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Institutional Review Board — 1× in this paper
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions
• The Llama 3 Herd of Models
• MedSimAI: Simulation and Formative Feedback Generation to Enhance Deliberate Practice in Medical Education
• PatientSim: A Persona-Driven Simulator for Realistic Doctor-Patient Interactions
• Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents
• Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator
• MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents
• ClinicalLab: Aligning Agents for Multi-Departmental Clinical Diagnostics in the Real World
• Qwen3 Technical Report

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