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Machine learning prediction of long-term postoperative pneumonia risk: a retrospective cohort study.

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Title: Machine learning prediction of long-term postoperative pneumonia risk: a retrospective cohort study.
Authors: Lin CA; Department of Anesthesiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City, Taiwan., Sung KL; Department of Physical Medicine and Rehabilitation, National Taiwan University Hospital, Taipei, Taiwan., Lee C; Clinical Data Center, Department of Medical Research, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City, Taiwan., Sung SF; Division of Neurology, Department of Internal Medicine, Ditmanson Medical Foundation Chia-Yi Christian Hospital, 539 Zhongxiao Road, East District, Chiayi City, 60002, Taiwan. sfsung@cych.org.tw.; Executive MBA Program, College of Management, National Chiayi University, Chiayi City, Taiwan. sfsung@cych.org.tw.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2026 May 30. Date of Electronic Publication: 2026 May 30.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Print-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: <searchLink fieldCode="AU" term="%22Lin+CA%22">Lin CA</searchLink>; Department of Anesthesiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Sung+KL%22">Sung KL</searchLink>; Department of Physical Medicine and Rehabilitation, National Taiwan University Hospital, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+C%22">Lee C</searchLink>; Clinical Data Center, Department of Medical Research, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Sung+SF%22">Sung SF</searchLink>; Division of Neurology, Department of Internal Medicine, Ditmanson Medical Foundation Chia-Yi Christian Hospital, 539 Zhongxiao Road, East District, Chiayi City, 60002, Taiwan. sfsung@cych.org.tw.; Executive MBA Program, College of Management, National Chiayi University, Chiayi City, Taiwan. sfsung@cych.org.tw.
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  Data: <searchLink fieldCode="JN" term="%22101088682%22">BMC medical informatics and decision making</searchLink> [BMC Med Inform Decis Mak] 2026 May 30. <i>Date of Electronic Publication: </i>2026 May 30.
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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>Print-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/s12911-026-03604-z
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      – Code: eng
        Text: English
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      – TitleFull: Machine learning prediction of long-term postoperative pneumonia risk: a retrospective cohort study.
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            – D: 30
              M: 05
              Text: 2026 May 30
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              Y: 2026
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