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Predicting surgical intensive care unit readmission with machine learning model: Bi-center training and validation.

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Title: Predicting surgical intensive care unit readmission with machine learning model: Bi-center training and validation.
Authors: Lin TL; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Chang PH; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Pharmacy, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan., Lai WH; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Chen YJ; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Lin YC; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Lin YH; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Li WF; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Liu YW; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Wang CC; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Chen IL; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Pharmacy, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; School of Pharmacy, Kaohsiung Medical University, Kaohsiung, Taiwan.. Electronic address: iling10@cgmh.org.tw., Chen KF; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Emergency Medicine, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan; College of Intelligent Computing, Chang Gung University, Taoyuan, Taiwan. Electronic address: kfchen@cgmh.org.tw.
Source: Journal of critical care [J Crit Care] 2026 Jun; Vol. 93, pp. 155487. Date of Electronic Publication: 2026 Feb 19.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: W.B. Saunders Country of Publication: United States NLM ID: 8610642 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1557-8615 (Electronic) Linking ISSN: 08839441 NLM ISO Abbreviation: J Crit Care Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Predicting surgical intensive care unit readmission with machine learning model: Bi-center training and validation.
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  Data: <searchLink fieldCode="AU" term="%22Lin+TL%22">Lin TL</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+PH%22">Chang PH</searchLink>; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Pharmacy, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lai+WH%22">Lai WH</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YJ%22">Chen YJ</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+YC%22">Lin YC</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+YH%22">Lin YH</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Li+WF%22">Li WF</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+YW%22">Liu YW</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+CC%22">Wang CC</searchLink>; Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+IL%22">Chen IL</searchLink>; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Pharmacy, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan; School of Pharmacy, Kaohsiung Medical University, Kaohsiung, Taiwan.. Electronic address: iling10@cgmh.org.tw.<br /><searchLink fieldCode="AU" term="%22Chen+KF%22">Chen KF</searchLink>; College of Medicine, Chang Gung University, Taoyuan, Taiwan; Department of Emergency Medicine, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan; College of Intelligent Computing, Chang Gung University, Taoyuan, Taiwan. Electronic address: kfchen@cgmh.org.tw.
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  Data: <searchLink fieldCode="JN" term="%228610642%22">Journal of critical care</searchLink> [J Crit Care] 2026 Jun; Vol. 93, pp. 155487. <i>Date of Electronic Publication: </i>2026 Feb 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22W%2EB%2E+Saunders%22">W.B. Saunders </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8610642 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1557-8615 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2208839441%22">08839441 </searchLink><i>NLM ISO Abbreviation: </i>J Crit Care <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.jcrc.2026.155487
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              Text: 2026 Jun
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