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Data balancing improves mortality prediction for emergency department patients.

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Title: Data balancing improves mortality prediction for emergency department patients.
Authors: Tseng CH; Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan. tsengcyt@gm.ntpu.edu.tw., Lo YS; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan. Loyusen@tmu.edu.tw., Lin YJ; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan., Liao YH; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan., Tai CH; Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan., Chen RJ; Department of Surgery, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.; Taipei Medical University Hospital, Taipei, Taiwan., Wu JY; Department of Emergency Medicine, Chang Gung Memorial Hospital, Keelung, Taiwan.; Chang Gung University College of Medicine, Kaohsiung, Taiwan., Chien HC; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan., Wu KH; Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital Kaohsiung Municipal Feng Shan Hospital - Under the management of Chang Gung Medical Foundation, Chang Gung University College of Medicine, Kaohsiung City, Taiwan. hayatowu1120@gmail.com., Chang SS; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan. sschang0529@gmail.com.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan. sschang0529@gmail.com.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2026 Jun 08; Vol. 26 (1). Date of Electronic Publication: 2026 Jun 08.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Data balancing improves mortality prediction for emergency department patients.
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  Data: <searchLink fieldCode="AU" term="%22Tseng+CH%22">Tseng CH</searchLink>; Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan. tsengcyt@gm.ntpu.edu.tw.<br /><searchLink fieldCode="AU" term="%22Lo+YS%22">Lo YS</searchLink>; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan. Loyusen@tmu.edu.tw.<br /><searchLink fieldCode="AU" term="%22Lin+YJ%22">Lin YJ</searchLink>; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liao+YH%22">Liao YH</searchLink>; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tai+CH%22">Tai CH</searchLink>; Department of Computer Science and Information Engineering, National Taipei University, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+RJ%22">Chen RJ</searchLink>; Department of Surgery, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.; Taipei Medical University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+JY%22">Wu JY</searchLink>; Department of Emergency Medicine, Chang Gung Memorial Hospital, Keelung, Taiwan.; Chang Gung University College of Medicine, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chien+HC%22">Chien HC</searchLink>; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+KH%22">Wu KH</searchLink>; Department of Emergency Medicine, Kaohsiung Chang Gung Memorial Hospital Kaohsiung Municipal Feng Shan Hospital - Under the management of Chang Gung Medical Foundation, Chang Gung University College of Medicine, Kaohsiung City, Taiwan. hayatowu1120@gmail.com.<br /><searchLink fieldCode="AU" term="%22Chang+SS%22">Chang SS</searchLink>; Department of Family Medicine, Taipei Medical University Hospital, Taipei, Taiwan. sschang0529@gmail.com.; Department of Family Medicine, School of Medicine, College of Medicine, Taipei Medical University, No. 252, Wuxing St, Xinyi District, Taipei, 110, Taiwan. sschang0529@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22101088682%22">BMC medical informatics and decision making</searchLink> [BMC Med Inform Decis Mak] 2026 Jun 08; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Jun 08.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101088682 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1472-6947 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214726947%22">14726947 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med Inform Decis Mak <i>Subsets: </i>MEDLINE
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        Value: 10.1186/s12911-026-03608-9
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        Text: English
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            – D: 08
              M: 06
              Text: 2026 Jun 08
              Type: published
              Y: 2026
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