Enhancing Extubation Failure Prediction with LLM-Derived Features from Respiratory Therapy Clinical Notes
This work presents a novel approach to EF prediction that leverages features classified in free-text respiratory therapy notes using a large language model and logistic regression pipeline and identifies clinically meaningful EF-related features that improve EF prediction performance when included alongside structured...