Development and validation of an early diagnosis model for severe mycoplasma pneumonia in children based on interpretable machine learning

Development and validation of an early diagnosis model for severe mycoplasma pneumonia in children based on interpretable machine learning

Abstract Background Pneumonia is a major threat to the health of children, especially those under the age of five. Mycoplasma  pneumoniae infection is a core cause of pediatric pneumonia, and the incidence of severe mycoplasma pneumoniae pneumonia (SMPP) has increased in recent years. Therefore, the...

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Bibliographic Details
Main Authors: Si Xie, Mo Wu, Yu Shang, Wenbin Tuo, Jun Wang, Qinzhen Cai, Chunhui Yuan, Cong Yao, Yun Xiang
Format: Article
Language:English
Published: BMC 2025-05-01
Series:Respiratory Research
Subjects:
Mycoplasma pneumoniae pneumonia
Early diagnosis
Machine learning
Risk assessment
Children
Online Access:https://doi.org/10.1186/s12931-025-03262-1
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https://doi.org/10.1186/s12931-025-03262-1

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