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Development and Validation of Multimodal Models to Predict the 30-Day Mortality of ICU Patients Based on Clinical Parameters and Chest X-Rays.

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第一作者： Jiaxi,Lin

第一单位： Department of Gastroenterology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Jiangsu, Suzhou 215006, China.;Suzhou Clinical Center of Digestive Diseases, Suzhou, China.

作者： Jiaxi,Lin ^[1] ; Jin,Yang ^[2] ; Minyue,Yin ^[1] ; Yuxiu,Tang ^[2] ; Liquan,Chen ^[2] ; Chang,Xu ^[1] ; Shiqi,Zhu ^[1] ; Jingwen,Gao ^[1] ; Lu,Liu ^[1] ; Xiaolin,Liu ^[1] ; Chenqi,Gu ^[3] ; Zhou,Huang ^[3] ; Yao,Wei ^[4] ; Jinzhou,Zhu ^[5]

作者单位： Department of Gastroenterology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Jiangsu, Suzhou 215006, China.;Suzhou Clinical Center of Digestive Diseases, Suzhou, China. ^[1] Department of Critical Care Medicine, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Jiangsu, Suzhou 215006, China. ^[2] Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou, China. ^[3] Department of Critical Care Medicine, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Jiangsu, Suzhou 215006, China. dr_betty@126.com. ^[4] Department of Gastroenterology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Jiangsu, Suzhou 215006, China. jzzhu@zju.edu.cn.;Suzhou Clinical Center of Digestive Diseases, Suzhou, China. jzzhu@zju.edu.cn. ^[5]

关键词 Automated machine learning (AutoML)Deep learning Feature fusion Intensive care unit Mortality Multimodal