Npj health systems

Detecting stigmatizing language in clinical notes with large language models for addiction care.

Pub Date : 2026-01-01 DOI: 10.1038/s44401-026-00069-0 Rohan Sethi, John Caskey, Yanjun Gao, Matthew M Churpek, Timothy A Miller, Anoop Mayampurath, Elizabeth Salisbury-Afshar, Majid Afshar, Dmitry Dligach

Enhancing the prediction of hospital discharge disposition with extraction-based language model classification.

Pub Date : 2026-01-01 DOI: 10.1038/s44401-025-00059-8 William R Small, Ryan J Crowley, Chloe Pariente, Jeff Zhang, Kevin P Eaton, Lavender Yao Jiang, Eric Oermann, Yindalon Aphinyanaphongs

Application of a machine learning model to predict the estimated primary care patient time consumption.

Pub Date : 2026-01-01 DOI: 10.1038/s44401-025-00061-0 Yufei Yu, Joseph Diaz, Tsung-Ting Kuo, Alson Mo, Zach Pope, Hyeon Seok Hwang, Amy M Sitapati