Accurate, fair, and generalisable scaling of injury severity score-based AI with demographics in terms of mortality in patients with trauma: multi-centre, multi-national retrospective cohort study.
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| Title: | Accurate, fair, and generalisable scaling of injury severity score-based AI with demographics in terms of mortality in patients with trauma: multi-centre, multi-national retrospective cohort study. |
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| Authors: | Choi Y; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea., Seok J; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University Hospital, Cheongju, Republic of Korea; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University, College of Medicine, Cheongju, Republic of Korea., Young-Chul Oh T; Trauma Service, Westmead Hospital, University of Sydney, NSW, Australia., Hsu J; Trauma Service, Westmead Hospital, University of Sydney, NSW, Australia., Kim DW; Department of Thoracic and Cardiovascular Surgery, Chonnam National University Hospital and Chonnam National University Medical School, Gwangju, Republic of Korea., Yu B; Department of Traumatology, Gachon University College of Medicine, Incheon, Republic of Korea; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea., Cho J; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea., Jang W; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea., Kim J; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea., Oh NE; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea., Ahn J; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea., Femia RJ; Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, NY, USA., Testa PA; Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, NY, USA., Yon DK; Centre for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, South Korea; Department of Precision Medicine, Kyung Hee University College of Medicine, Seoul, South Korea., Sodickson DK; Department of Radiology, Bernard and Irene Schwartz Centre for Biomedical Imaging, New York University Grossman School of Medicine, New York, NY, USA; Centre for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA., Kang WS; Department of Traumatology, Gachon University College of Medicine, Incheon, Republic of Korea; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea; Department of Trauma Surgery, Jeju Regional Trauma Centre, Cheju Halla General Hospital, Jeju, Republic of Korea. Electronic address: wuseongkang@gachon.ac.kr., Lee J; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea. Electronic address: gonasago@khu.ac.kr. |
| Source: | EBioMedicine [EBioMedicine] 2026 Apr; Vol. 126, pp. 106206. Date of Electronic Publication: 2026 Mar 13. |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: Elsevier B.V Country of Publication: Netherlands NLM ID: 101647039 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2352-3964 (Electronic) Linking ISSN: 23523964 NLM ISO Abbreviation: EBioMedicine Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41830825 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Accurate, fair, and generalisable scaling of injury severity score-based AI with demographics in terms of mortality in patients with trauma: multi-centre, multi-national retrospective cohort study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Choi+Y%22">Choi Y</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Seok+J%22">Seok J</searchLink>; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University Hospital, Cheongju, Republic of Korea; Department of Thoracic and Cardiovascular Surgery, Chungbuk National University, College of Medicine, Cheongju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Young-Chul+Oh+T%22">Young-Chul Oh T</searchLink>; Trauma Service, Westmead Hospital, University of Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Hsu+J%22">Hsu J</searchLink>; Trauma Service, Westmead Hospital, University of Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Kim+DW%22">Kim DW</searchLink>; Department of Thoracic and Cardiovascular Surgery, Chonnam National University Hospital and Chonnam National University Medical School, Gwangju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Yu+B%22">Yu B</searchLink>; Department of Traumatology, Gachon University College of Medicine, Incheon, Republic of Korea; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Cho+J%22">Cho J</searchLink>; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jang+W%22">Jang W</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+J%22">Kim J</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Oh+NE%22">Oh NE</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Ahn+J%22">Ahn J</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Femia+RJ%22">Femia RJ</searchLink>; Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Testa+PA%22">Testa PA</searchLink>; Ronald O. Perelman Department of Emergency Medicine, New York University Grossman School of Medicine, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Yon+DK%22">Yon DK</searchLink>; Centre for Digital Health, Medical Science Research Institute, 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="%22Sodickson+DK%22">Sodickson DK</searchLink>; Department of Radiology, Bernard and Irene Schwartz Centre for Biomedical Imaging, New York University Grossman School of Medicine, New York, NY, USA; Centre for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kang+WS%22">Kang WS</searchLink>; Department of Traumatology, Gachon University College of Medicine, Incheon, Republic of Korea; Department of Trauma Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea; Department of Trauma Surgery, Jeju Regional Trauma Centre, Cheju Halla General Hospital, Jeju, Republic of Korea. Electronic address: wuseongkang@gachon.ac.kr.<br /><searchLink fieldCode="AU" term="%22Lee+J%22">Lee J</searchLink>; Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea. Electronic address: gonasago@khu.ac.kr. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101647039%22">EBioMedicine</searchLink> [EBioMedicine] 2026 Apr; Vol. 126, pp. 106206. <i>Date of Electronic Publication: </i>2026 Mar 13. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Multicenter Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+B%2EV%22">Elsevier B.V </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>101647039 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2352-3964 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223523964%22">23523964 </searchLink><i>NLM ISO Abbreviation: </i>EBioMedicine <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41830825 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.ebiom.2026.106206 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 106206 Titles: – TitleFull: Accurate, fair, and generalisable scaling of injury severity score-based AI with demographics in terms of mortality in patients with trauma: multi-centre, multi-national retrospective cohort study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Choi Y – PersonEntity: Name: NameFull: Seok J – PersonEntity: Name: NameFull: Young-Chul Oh T – PersonEntity: Name: NameFull: Hsu J – PersonEntity: Name: NameFull: Kim DW – PersonEntity: Name: NameFull: Yu B – PersonEntity: Name: NameFull: Cho J – PersonEntity: Name: NameFull: Jang W – PersonEntity: Name: NameFull: Kim J – PersonEntity: Name: NameFull: Oh NE – PersonEntity: Name: NameFull: Ahn J – PersonEntity: Name: NameFull: Femia RJ – PersonEntity: Name: NameFull: Testa PA – PersonEntity: Name: NameFull: Yon DK – PersonEntity: Name: NameFull: Sodickson DK – PersonEntity: Name: NameFull: Kang WS – PersonEntity: Name: NameFull: Lee J IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 04 Text: 2026 Apr Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2352-3964 Numbering: – Type: volume Value: 126 Titles: – TitleFull: EBioMedicine Type: main |
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