Same Predictions, Different Harms: Causal Auditing of Patient World Models

Yicheng Qi, Xiyi Xiong

Patient world models used for clinical trial simulation can agree on transition kernels and arm-specific risks, yet disagree on the fraction of patients harmed by switching treatme…