3 papers
cs.AI2025
MIMIC-RD: Can LLMs differentially diagnose rare diseases in real-world clinical settings?
Zilal Eiz AlDin, John Wu, Jeffrey Paul Fung +5
Despite rare diseases affecting 1 in 10 Americans, their differential diagnosis remains challenging. Due to their impressive recall abilities, large language models (LLMs) have bee…
cs.LG2025
Social Determinants of Health Prediction for ICD-9 Code with Reasoning Models
Sharim Khan, Paul Landes, Adam Cross +1
Social Determinants of Health correlate with patient outcomes but are rarely captured in structured data. Recent attention has been given to automatically extracting these markers…
cs.CL2024
Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning
John Wu, David Wu, Jimeng Sun
Medical coding, the translation of unstructured clinical text into standardized medical codes, is a crucial but time-consuming healthcare practice. Though large language models (LL…