The clinical prediction model to distinguish between colonization and infection by Klebsiella pneumoniae

The clinical prediction model to distinguish between colonization and infection by Klebsiella pneumoniae

ObjectiveTo develop a machine learning-based prediction model to assist clinicians in accurately determining whether the detection of Klebsiella pneumoniae (KP) in sputum samples indicates an infection, facilitating timely diagnosis and treatment.Research methodsA retrospective analysis was conducte...

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Bibliographic Details
Main Authors: Xiaoyu Zhang, Xifan Zhang, Deng Zhang, Jing Xu, Jingping Zhang, Xin Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Microbiology
Subjects:
Klebsiella pneumoniae
colonization
infection
sputum culture
risk factors
machine learning
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2024.1508030/full
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