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Construction and internal-external validation of a machine learning-based risk prediction model for multidrug resistance in ICU patients with acute exacerbation of chronic obstructive pulmonary disease.

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Title: Construction and internal-external validation of a machine learning-based risk prediction model for multidrug resistance in ICU patients with acute exacerbation of chronic obstructive pulmonary disease.
Authors: Gu Y; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China., Xu W; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China., Xu J; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China., Sun Y; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China., Xin J; Department of Clinical Pharmacy, Baoying People's Hospital, Baoying Clinical Medical College of Yangzhou University, Yangzhou, Jiangsu, China., Ma M; Department of Hospital-Acquired Infection Control, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
Source: Frontiers in medicine [Front Med (Lausanne)] 2026 May 07; Vol. 13, pp. 1806672. Date of Electronic Publication: 2026 May 07 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101648047 Publication Model: eCollection Cited Medium: Print ISSN: 2296-858X (Print) Linking ISSN: 2296858X NLM ISO Abbreviation: Front Med (Lausanne) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Gu+Y%22">Gu Y</searchLink>; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.<br /><searchLink fieldCode="AU" term="%22Xu+W%22">Xu W</searchLink>; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.<br /><searchLink fieldCode="AU" term="%22Xu+J%22">Xu J</searchLink>; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.<br /><searchLink fieldCode="AU" term="%22Sun+Y%22">Sun Y</searchLink>; Department of Clinical Laboratory, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.<br /><searchLink fieldCode="AU" term="%22Xin+J%22">Xin J</searchLink>; Department of Clinical Pharmacy, Baoying People's Hospital, Baoying Clinical Medical College of Yangzhou University, Yangzhou, Jiangsu, China.<br /><searchLink fieldCode="AU" term="%22Ma+M%22">Ma M</searchLink>; Department of Hospital-Acquired Infection Control, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
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  Data: <searchLink fieldCode="JN" term="%22101648047%22">Frontiers in medicine</searchLink> [Front Med (Lausanne)] 2026 May 07; Vol. 13, pp. 1806672. <i>Date of Electronic Publication: </i>2026 May 07 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101648047 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2296-858X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222296858X%22">2296858X </searchLink><i>NLM ISO Abbreviation: </i>Front Med (Lausanne) <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3389/fmed.2026.1806672
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      – TitleFull: Construction and internal-external validation of a machine learning-based risk prediction model for multidrug resistance in ICU patients with acute exacerbation of chronic obstructive pulmonary disease.
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