LLM-Extracted Covariates for Clinical Causal Inference: Rethinking Integration Strategies

Lei Liu, Jialin Chen, Kathy Macropol

Causal inference from electronic health records (EHR) is fundamentally limited by unmeasured confounding: critical clinical states such as frailty, goals of care, and mental status…