Title
Optimizing Neonatal Respiratory Support Through Network Modeling: A New Approach to Post-birth Infant Care
Author
Sebahi, Yassine (Vrije Universiteit Amsterdam)
Jabeen, F. (TU Delft Safety and Security Science)
Treur, Jan (Vrije Universiteit Amsterdam)
Taal, H. Rob (Erasmus MC)
Roelofsma, Peter H.M.P. (Erasmus MC)
Contributor
Cherifi, Hocine (editor)
Rocha, Luis M. (editor)
Cherifi, Chantal (editor)
Donduran, Murat (editor)
Date
2024
Abstract
This paper presents an approach to enhancing neonatal care through the application of artificial intelligence (AI). Utilizing network-oriented modeling methodologies, the study aims to develop a network model to improve outcomes in neonatal respiratory support. The introduction sets the stage by outlining the significance of neonatal respiratory support and the challenges faced in this domain. The literature review delves into the existing body of work, highlighting the gaps and the need for a network modeling approach. The network-oriented modeling approach provides a robust framework that captures various states, such as world states, doctors’ mental states, and AI coach states, facilitating a comprehensive understanding of the complex interactions in neonatal respiratory support. Through Matlab simulations, the study investigates multiple scenarios, from optimal conditions to deviations from standard protocol. The main contribution focuses on the introduction of an AI coach, which serves as a real-time intervention mechanism to fill in the doctor's knowledge gaps. The research serves as a seminal work in the intersection of artificial intelligence and healthcare, demonstrating the potential of network-oriented modeling in improving patient outcomes and streamlining healthcare protocols.
Subject
Adaptive network model
AI Coach
Infant Care
To reference this document use:
http://resolver.tudelft.nl/uuid:a07ffbc9-2348-4c94-98c5-c17d7f25646b
DOI
https://doi.org/10.1007/978-3-031-53472-0_21
Publisher
Springer
Embargo date
2024-08-21
ISBN
978-3-031-53471-3
Source
Complex Networks and Their Applications XII - Proceedings of The Twelfth International Conference on Complex Networks and their Applications
Event
12th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2023, 2023-11-28 → 2023-11-30, Menton, France
Series
Studies in Computational Intelligence, 1860-949X, 1143 SCI
Bibliographical note
Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.
Part of collection
Institutional Repository
Document type
conference paper
Rights
© 2024 Yassine Sebahi, F. Jabeen, Jan Treur, H. Rob Taal, Peter H.M.P. Roelofsma