Increasing Safety and Security Through Cyberspace by an Adaptive Network Model for AI-Assisted Risk Management of Neonatal Respiratory Distress

Nisrine Mokadem, Fakhra Jabeen, Jan Treur*, H. Rob Taal, Peter H.M.P. Roelofsma

*Corresponding author for this work

Research output: Chapter in Book / Report / Conference proceedingChapterAcademicpeer-review

Abstract

This chapter presents the use of second-order adaptive network models of hospital teams consisting of doctors and nurses, interacting together. A variety of scenarios are modelled and simulated, in relation with respiratory distress of a neonate, along with the integration of an AI-Coach for monitoring and support of such teams and of organizational learning. The research highlights the benefits of introducing a virtual AI-Coach in a hospital setting. The practical application setting revolves around a medical team responsible for managing neonates with respiratory distress. In this setting an AI-Coach act as an additional team member, to ensure correct execution of medical procedure. Through simulation experiments, the adaptive network models demonstrate that the AI-Coach not only aids in maintaining correct medical procedure execution but also facilitates organizational learning, leading to significant improvements in procedure adherence and error reduction during neonatal care.

Original languageEnglish
Title of host publicationUsing Shared Mental Models and Organisational Learning to Support Safety and Security Through Cyberspace: A Computational Analysis Approach
EditorsPeter H.M.P. Roelofsma, Fakhra Jabeen, H. Rob Taal, Jan Treur
PublisherSpringer Nature Switzerland AG
Pages123-166
Number of pages44
ISBN (Electronic)9783031720758
ISBN (Print)9783031720741, 9783031720772
DOIs
Publication statusPublished - 2024

Publication series

NameStudies in Systems, Decision and Control
PublisherSpringer
Volume570
ISSN (Print)2198-4182
ISSN (Electronic)2198-4190

Bibliographical note

Online published: 03 January 2025.

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.

Keywords

  • Adaptive network
  • AI-Coach
  • Hospital teams
  • Organizational learning
  • Respiratory distress

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