3 papers
cs.CL2025
Why Chain of Thought Fails in Clinical Text Understanding
Jiageng Wu, Kevin Xie, Bowen Gu +3
Large language models (LLMs) are increasingly being applied to clinical care, a domain where both accuracy and transparent reasoning are critical for safe and trustworthy deploymen…
stat.ME2025
Undersmoothed LASSO Models for Propensity Score Weighting and Synthetic Negative Control Exposures for Bias Detection
Richard Wyss, Ben B. Hansen, Georg Hahn +2
The propensity score (PS) is often used to control for large numbers of covariates in high-dimensional healthcare database studies. The least absolute shrinkage and selection opera…
cs.CL2025
Scalable Medication Extraction and Discontinuation Identification from Electronic Health Records Using Large Language Models
Chong Shao, Douglas Snyder, Chiran Li +7
Identifying medication discontinuations in electronic health records (EHRs) is vital for patient safety but is often hindered by information being buried in unstructured notes. Thi…