TY - JOUR
T1 - An adaptive network model for AI-assisted monitoring and management of neonatal respiratory distress
AU - Mokadem, Nisrine
AU - Jabeen, Fakhra
AU - Treur, Jan
AU - Rob Taal, H.
AU - Roelofsma, Peter H.M.P.
PY - 2024
Y1 - 2024
N2 - This article 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.
AB - This article 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.
KW - Adaptive network
KW - AI-Coach
KW - Hospital teams
KW - Organizational learning
KW - Respiratory distress
UR - http://www.scopus.com/inward/record.url?scp=85188671869&partnerID=8YFLogxK
U2 - 10.1016/j.cogsys.2024.101231
DO - 10.1016/j.cogsys.2024.101231
M3 - Article
AN - SCOPUS:85188671869
SN - 1389-0417
VL - 86
JO - Cognitive Systems Research
JF - Cognitive Systems Research
M1 - 101231
ER -