Complex Medical Scenario Simulation Design Protocol

Develop a comprehensive framework for creating high-fidelity medical scenario simulations that replicate complex clinical environments with unprecedented realism. Create a methodology that: (1) generates multi-layered patient interaction scenarios, (2) implements dynamic decision-tree complexity, (3) integrates realistic physiological response modeling, and (4) provides granular performance assessment metrics. Include guidelines for calibrating simulation difficulty across different professional training levels.