Controlling for Unobserved Confounding with Large Language Model Classification of Patient Smoking Status

Samuel Lee, Zach Wood-Doughty

Causal understanding is a fundamental goal of evidence-based medicine. When randomization is impossible, causal inference methods allow the estimation of treatment effects from ret…