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International multicenter development of ensemble machine learning driven host response based diagnosis for tuberculosis.

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Title: International multicenter development of ensemble machine learning driven host response based diagnosis for tuberculosis.
Authors: Zheng S; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China.; State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Qu W; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China., Zhang D; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China., Zhou J; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China., Xu Y; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Wu W; State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Liu C; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Huang M; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Shen E; Institute of Bioinformatics, Zhejiang University, Hangzhou, China., Chen X; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China.; State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China., Timko MP; Departments of Biology and Public Health Sciences, University of Virginia, Charlottesville, VA 22904, USA., Fan L; Institute of Bioinformatics, Zhejiang University, Hangzhou, China., Yu F; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China., Han D; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China., Shen Y; Department of Laboratory Medicine, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.; Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, Hangzhou, China.; Institute of Laboratory Medicine, Zhejiang University, Hangzhou, China.
Source: IScience [iScience] 2025 Aug 26; Vol. 28 (9), pp. 113444. Date of Electronic Publication: 2025 Aug 26 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Cell Press Country of Publication: United States NLM ID: 101724038 Publication Model: eCollection Cited Medium: Internet ISSN: 2589-0042 (Electronic) Linking ISSN: 25890042 NLM ISO Abbreviation: iScience Subsets: PubMed not MEDLINE
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