Using nursing data for machine learning-based prediction modeling in intensive care units: A scoping review.

Journal: International journal of nursing studies
Published Date:

Abstract

BACKGROUND: Nursing data can help detect patient deterioration early and predict patient outcomes. Moreover, rapid advancements in machine learning have highlighted the need for clinical prognosis prediction models for intensive care unit patients. Although prediction models that incorporate nursing data generated during the care of critically ill patients are increasing, a comprehensive understanding of the specific types of nursing data utilized and these models to predict health outcomes has not yet been achieved.

Authors

  • Yesol Kim
    College of Nursing and Brain Korea 21 FOUR Project, Yonsei University, Seoul, South Korea.
  • Mihui Kim
    Department of Computer Science & Engineering, Computer System Institute, Hankyong National University, Jungang-ro, Anseong-si 17579, Gyeonggi-do, Korea.
  • Yeonju Kim
    Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, United States.
  • Mona Choi
    College of Nursing, Yonsei University, Seoul, Republic of Korea. monachoi@yuhs.ac.