Machine Learning-based Prediction of Blood Stream Infection in Pediatric Febrile Neutropenia.

Journal: Journal of pediatric hematology/oncology
PMID:

Abstract

OBJECTIVES: This study aimed to develop machine learning (ML) prediction models for identifying bloodstream infection (BSI) and septic shock (SS) in pediatric patients with cancer who presenting febrile neutropenia (FN) at emergency department (ED) visit.

Authors

  • Jun Sung Park
    Department of Pediatrics, Division of Pediatric Emergency Medicine, Asan Medical Center.
  • Jongkeon Song
    Division of Pediatric Hematology/Oncology, Department of Pediatrics, Asan Medical Center Children's Hospital.
  • Reenar Yoo
    Department of Convergence Medicine, Asan Medical Center, Asan Institutes for Life Sciences.
  • Dahyun Kim
    School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea.
  • Min Kyo Chun
    Department of Pediatrics, Division of Pediatric Emergency Medicine, Asan Medical Center.
  • Jeeho Han
    Department of Pediatrics, Division of Pediatric Emergency Medicine, Asan Medical Center.
  • Jeong-Yong Lee
    Department of Pediatrics, Division of Pediatric Emergency Medicine, Asan Medical Center.
  • Seung Jun Choi
    3Department of Food Science and Technology, Seoul National University of Science and Technology, Seoul, 01811 Korea.
  • Jong Seung Lee
    Department of Emergency Medicine, Asan Medical Center, College of Medicine, University of Ulsan, Seoul, Republic of Korea.
  • Jeong-Min Ryu
    Department of Emergency Medicine, Asan Medical Center, College of Medicine, University of Ulsan, Seoul, Republic of Korea.
  • Sung Han Kang
    Division of Pediatric Hematology/Oncology, Department of Pediatrics, Asan Medical Center Children's Hospital.
  • Kyung-Nam Koh
    Division of Pediatric Hematology/Oncology, Department of Pediatrics, Asan Medical Center Children's Hospital.
  • Ho Joon Im
    Division of Pediatric Hematology/Oncology, Department of Pediatrics, Asan Medical Center Children's Hospital.
  • Hyery Kim
    Division of Pediatric Hematology/Oncology, Department of Pediatrics, Asan Medical Center Children's Hospital.