Machine Learning for Medical Language
Domain adaptation
Patient representation learning
Large language models
MLML    PI Tim Miller    Email PI Tim Miller Computational Health Informatics Program

Recent MLML lab publications

Weipeng Zhou, Timothy Miller. 2024. Generalizable clinical note section identification with large language models, JAMIA Open, Volume 7, Issue 3, October 2024, ooae075, https://doi.org/10.1093/jamiaopen/ooae075 (Details)

Andrew J McMurry, Daniel I Gottlieb, Timothy A Miller, James R Jones, Ashish Atreja, Jennifer Crago, Pankaja M Desai, Brian E Dixon, Matthew Garber, Vladimir Ignatov, Lyndsey A Kirchner, Philip R O Payne, Anil J Saldanha, Prabhu R V Shankar, Yauheni V Solad, Elizabeth A Sprouse, Michael Terry, Adam B Wilcox, Kenneth D Mandl, Cumulus: a federated electronic health record-based learning system powered by Fast Healthcare Interoperability Resources and artificial intelligence, Journal of the American Medical Informatics Association, Volume 31, Issue 8, August 2024, Pages 1638–1647, https://doi.org/10.1093/jamia/ocae130 (Details)

Chen, S., Guevara, M., Moningi, S., Hoebers, F., Elhalawani, H., Kann, B.H., Chipidza, F.E., Leeman, J., Aerts, H.J., Miller, T. and Savova, G.K., 2024. The effect of using a large language model to respond to patient messages. The Lancet Digital Health, 6(6), pp.e379-e381. (Details)

Jifan Gao, Guanhua Chen, Ann P O’Rourke, John Caskey, Kyle A Carey, Madeline Oguss, Anne Stey, Dmitriy Dligach, Timothy Miller, Anoop Mayampurath, Matthew M Churpek, Majid Afshar, Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models, Journal of the American Medical Informatics Association, Volume 31, Issue 6, June 2024, Pages 1291–1302, https://doi.org/10.1093/jamia/ocae071 (Details)

Susmitha Wunnava, David A. Harris, Florence T. Bourgeois, and Timothy A. Miller. 2024. Development of a Benchmark Corpus for Medical Device Adverse Event Detection. In Proceedings of the First Workshop on Patient-Oriented Language Processing (CL4Health) @ LREC-COLING 2024, pages 240–245, Torino, Italia. ELRA and ICCL. (Details)

Computational Health Informatics Program, Boston Children's Hospital 401 Park Dr., Boston, MA 02115