Machine Learning for Medical Language
Domain adaptation
Patient representation learning
Large language models
MLML
Bluesky
Email PI Tim Miller
Computational Health Informatics Program
Ian Bulovic, Susmitha Wunnava, Wonjin Yoon, Adam G Dunn, Timothy Miller, and Florence T Bourgeois. 2026. Monitoring Changes in Clinical Trial Primary Outcomes Using Large Language Models. In JAMA Network Open. (Details)
Spencer Thomas, Angus Dawson, Hifsa Chaudhry, Sidra Ahmad, Xiyu Ding, Sarah A Hummel, David M Leone, Rohith Vanam, Angela J Weingarten, Eric Farber-Eger, Lauren Lee Shaffer, Benjamin P Frischhertz, Sydney St Clemmons, Sunil J Ghelani, Fernando Baraona Reyes, Tzu-Chun Wu, Danny TY Wu, Alexander R Opotowsky, and Timothy A Miller. 2026. Natural language processing to build a computable phenotype library for adults with congenital heart disease. In International Journal of Medical Informatics. (Details)
Yuting Yang, Lorenzo Peracchio, Joshua Mayourian, John K Triedman, Timothy Miller, and William G La Cava. 2026. Robust AI-ECG for Predicting Left Ventricular Systolic Dysfunction in Pediatric Congenital Heart Disease. In AMIA Summits on Translational Science Proceedings. (Details)
Spencer Thomas, Gaby Dinh, WonJin Yoon, Boyu Ren, Guergana Savova, Mei-Hua Hall, and Timothy A Miller. 2026. End-to-end extraction of temporal information from psychiatric discharge summaries. In AMIA Summits on Translational Science Proceedings. (Details)
Yuting Yang, Lorenzo Peracchio, Joshua Mayourian, Timothy Miller, and William G La Cava. 2026. An ECG foundation model for generalizable cardiac function prediction across the lifespan. In medRxiv. (Details)