Development and validation of a prediction model for respiratory complications and in-hospital mortality in trauma patients.

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Title: Development and validation of a prediction model for respiratory complications and in-hospital mortality in trauma patients.
Authors: Kim DW; Department of Thoracic and Cardiovascular Surgery, Chonnam National University Hospital, Chonnam National University Medical School, Gwangju, South Korea., Yeo D; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Kim J; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Regulatory Science, Kyung Hee University, Seoul, South Korea., Hwang Y; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Kim H; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Hwang SH; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea., Park J; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Lee J; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea., Cho J; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, CHA University School of Medicine, Seongnam, South Korea., Woo S; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Seok J; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University Hospital, Cheongju, South Korea.; Department of Thoracic and Cardiovascular Surgery, College of Medicine, Chungbuk National University, Cheongju, South Korea., Yu B; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea., Kim Y; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea., Jeon S; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea., Yon DK; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Regulatory Science, Kyung Hee University, Seoul, South Korea. yonkkang@gmail.com.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea. yonkkang@gmail.com.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea. yonkkang@gmail.com.; Department of Pediatrics, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02447, South Korea. yonkkang@gmail.com., Kang WS; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea. wuseongkang@naver.com.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea. wuseongkang@naver.com.
Source: Scientific reports [Sci Rep] 2026 Apr 09; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 09.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Kim+DW%22">Kim DW</searchLink>; Department of Thoracic and Cardiovascular Surgery, Chonnam National University Hospital, Chonnam National University Medical School, Gwangju, South Korea.<br /><searchLink fieldCode="AU" term="%22Yeo+D%22">Yeo D</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Kim+J%22">Kim J</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Regulatory Science, Kyung Hee University, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Hwang+Y%22">Hwang Y</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Kim+H%22">Kim H</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Hwang+SH%22">Hwang SH</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea.<br /><searchLink fieldCode="AU" term="%22Park+J%22">Park J</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Lee+J%22">Lee J</searchLink>; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea.<br /><searchLink fieldCode="AU" term="%22Cho+J%22">Cho J</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, CHA University School of Medicine, Seongnam, South Korea.<br /><searchLink fieldCode="AU" term="%22Woo+S%22">Woo S</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Seok+J%22">Seok J</searchLink>; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University Hospital, Cheongju, South Korea.; Department of Thoracic and Cardiovascular Surgery, College of Medicine, Chungbuk National University, Cheongju, South Korea.<br /><searchLink fieldCode="AU" term="%22Yu+B%22">Yu B</searchLink>; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea.<br /><searchLink fieldCode="AU" term="%22Kim+Y%22">Kim Y</searchLink>; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea.<br /><searchLink fieldCode="AU" term="%22Jeon+S%22">Jeon S</searchLink>; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea.<br /><searchLink fieldCode="AU" term="%22Yon+DK%22">Yon DK</searchLink>; Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Regulatory Science, Kyung Hee University, Seoul, South Korea. yonkkang@gmail.com.; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea. yonkkang@gmail.com.; Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, South Korea. yonkkang@gmail.com.; Department of Biomedical Engineering, Kyung Hee University, Yongin, South Korea. yonkkang@gmail.com.; Department of Pediatrics, Kyung Hee University College of Medicine, 23 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02447, South Korea. yonkkang@gmail.com.<br /><searchLink fieldCode="AU" term="%22Kang+WS%22">Kang WS</searchLink>; Department of Traumatology, Gachon University College of Medicine, Incheon, South Korea. wuseongkang@naver.com.; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, South Korea. wuseongkang@naver.com.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Apr 09; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 Apr 09.
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