Machine learning-based risk prediction model for pertussis in children: a multicenter retrospective study

Machine learning-based risk prediction model for pertussis in children: a multicenter retrospective study

Abstract Background Pertussis is a highly contagious respiratory disease. Even though vaccination has reduced the incidence, cases have resurfaced in certain regions due to immune escape and waning vaccine efficacy. Identifying high-risk patients to mitigate transmission and avert complications prom...

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Bibliographic Details
Main Authors: Juan Xie, Run-wei Ma, Yu-jing Feng, Yuan Qiao, Hong-yan Zhu, Xing-ping Tao, Wen-juan Chen, Cong-yun Liu, Tan Li, Kai Liu, Li-ming Cheng
Format: Article
Language:English
Published: BMC 2025-03-01
Series:BMC Infectious Diseases
Subjects:
Public health
PDW-MPV-RATIO
SII
Calibration curves
Lasso regression
Random forest
Online Access:https://doi.org/10.1186/s12879-025-10797-7
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