Use of CatBoost algorithm to identify the need for surgery in infants with necrotizing enterocolitis

Use of CatBoost algorithm to identify the need for surgery in infants with necrotizing enterocolitis

BackgroundEarly identification of infants with necrotizing enterocolitis (NEC) at risk of surgery is essential for an effective treatment. This study aims to clarify the risk factors of surgical NEC and establish a prediction model by machine learning algorithm.MethodsInfants with NEC were split int...

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Bibliographic Details
Main Authors: Xinyun Jin, Wenqiang Sun, Yihui Li, Yinglin Su, Lingqi Xu, Xueping Zhu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Pediatrics
Subjects:
necrotizing enterocolitis
surgical NEC
risk factors
CatBoost machine learning model
GUI interface
Online Access:https://www.frontiersin.org/articles/10.3389/fped.2025.1465278/full
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