Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models

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

doi:10.1093/jamia/ocae071

Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models

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

Department of Computer Science

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	1291-1302
Number of pages	12
Journal	Journal of the American Medical Informatics Association
Volume	31
Issue number	6
DOIs	https://doi.org/10.1093/jamia/ocae071
State	Published - Jun 1 2024

ASJC Scopus Subject Areas

Health Informatics

Keywords

artificial intelligence
multimodality deep learning
trauma

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10.1093/jamia/ocae071

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Gao, J., Chen, G., O'rourke, A. P., Caskey, J., Carey, K. A., Oguss, M., Stey, A., Dligach, D., Miller, T., Mayampurath, A., Churpek, M. M., & Afshar, M. (2024). 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, 31(6), 1291-1302. https://doi.org/10.1093/jamia/ocae071

Gao, J, Chen, G, O'rourke, AP, Caskey, J, Carey, KA, Oguss, M, Stey, A, Dligach, D, Miller, T, Mayampurath, A, Churpek, MM & Afshar, M 2024, '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, vol. 31, no. 6, pp. 1291-1302. https://doi.org/10.1093/jamia/ocae071

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author = "Jifan Gao and Guanhua Chen and O'rourke, {Ann P.} and John Caskey and Carey, {Kyle A.} and Madeline Oguss and Anne Stey and Dmitriy Dligach and Timothy Miller and Anoop Mayampurath and Churpek, {Matthew M.} and Majid Afshar",

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AU - Caskey, John

AU - Carey, Kyle A.

AU - Oguss, Madeline

AU - Stey, Anne

AU - Dligach, Dmitriy

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Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models

ASJC Scopus Subject Areas

Keywords

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