Development and validation of a machine learning model for predicting intrapartum fever using pre-labor analgesia clinical indicators: a multicenter retrospective study.

Journal: BMC pregnancy and childbirth
PMID: 40050775

Abstract

BACKGROUND: Labor anesthesia is commonly used for pain relief during labor, but it can increase the risk of intrapartum fever. Currently, there are no reliable tools to predict which parturients might develop fever before labor anesthesia. The prediction model we developed aims to predict the incidence of intrapartum fever before labor analgesia.

Authors

  • Bo Liu
    Wuhan United Imaging Healthcare Surgical Technology Co., Ltd., Wuhan, China.
  • Liang Ling
    Department of Anesthesiology, Sichuan Women's and Children's Hospital/Women's and Children's Hospital,Chengdu Medical College, No. 290 West Second Street, Shayan Road, Wuhou District, Chengdu, 610031, Sichuan, China.
  • Fei Jia
    Department of Radiation Oncology, The First Affiliated Hospital of Zhengzhou University and Department of Radiation Oncology, Basic Medical College of Zhengzhou University, Zhengzhou, Henan, China.
  • Dayuan Wei
    Department of Anesthesiology, Sichuan Women's and Children's Hospital/Women's and Children's Hospital,Chengdu Medical College, No. 290 West Second Street, Shayan Road, Wuhou District, Chengdu, 610031, Sichuan, China.
  • Huiru Li
    Department of Anesthesiology, Chengdu Jinjiang District Women and Children Health Hospital, No. 3 Sanguantang Street, Jinjiang District, Chengdu, 610011, Sichuan, China.
  • Yuanling Li
    Department of Anesthesiology, Sichuan Women's and Children's Hospital/Women's and Children's Hospital,Chengdu Medical College, No. 290 West Second Street, Shayan Road, Wuhou District, Chengdu, 610031, Sichuan, China.
  • Hongquan Xiao
    Department of Anesthesiology, Sichuan Women's and Children's Hospital/Women's and Children's Hospital,Chengdu Medical College, No. 290 West Second Street, Shayan Road, Wuhou District, Chengdu, 610031, Sichuan, China.
  • Mengqiao Wang
    Department of Epidemiology and Biostatistics, Chengdu Medical College, Jinniu District, Chengdu, 610500, Sichuan, China.
  • Chunping Li
    School of Software, Tsinghua University, Beijing 100083, China. Corresponding author: Li Tanshi, Email: lts301@163.com.
  • Gang Zhang
  • Jian Zhang
    College of Pharmacy, Ningxia Medical University, Yinchuan, NingxiaHui Autonomous Region, China.

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