Coloured Petri Nets-based Approach for Modelling Effects of Variation on the Reliability of the Newborn Life Support Procedure

• Ability of Coloured Petri Nets to model variations in a clinical procedure • A novel approach to studying variations in the Newborn Life Support (NLS) procedure • Technical and non-technical aspects modelling of the NLS procedure • Analysis of the reliability and the safety of the NLS procedure under varied conditions About 10% of newborns need a life support procedure following birth. However, this procedure has a considerable error rate of more than 25%, which may compromise its safety and reliability. Continuous studies to improve its performance are carried out, but in-field studies can be expensive and not always feasible. Hence, a modelling approach is proposed. Studies have shown how variations and errors in this procedure are associated with technical and non-technical factors. Thus, the proposed approach includes these aspects by considering different settings of thermal care, the experience of the doctor, types of respiratory devices, and the ability of the clinical staff to cope with stress. The Coloured Petri Nets (CPNs) approach is used to model the characteristics of this Newborn Life Support (NLS) procedure. This technique can facilitate complex system modelling with a compact representation. The dynamic characteristics of the procedure are implemented during a simulation of the CPNs model. These relate to the duration of steps, the baby's physical response, and variations or errors from the required protocol. This paper demonstrates how risks in the protocol relating to the baby's final condition and clinical decision inaccuracies can be quantified by the approach.

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Publication Details

Journal
Reliability Engineering & System Safety
Published
2025-03-04
DOI
https://doi.org/10.1016/j.ress.2025.111001
Citations
3
Primary Topic
Healthcare Technology and Patient Monitoring
Type
article
Field-Weighted Citation Impact
6.02
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article

Coloured Petri Nets-based Approach for Modelling Effects of Variation on the Reliability of the Newborn Life Support Procedure

Joy Egede, Rasa Remenyte‐Prescott, Alfian Tan, Don Sharkey et al.
3 citations
Reliability Engineering & System Safety
Healthcare Technology and Patient Monitoring
6.02
article

Coloured Petri Nets-based Approach for Modelling Effects of Variation on the Reliability of the Newborn Life Support Procedure

Joy Egede, Rasa Remenyte‐Prescott, Alfian Tan, Don Sharkey, Michel Valstar
article en
3 citations

Abstract

• Ability of Coloured Petri Nets to model variations in a clinical procedure • A novel approach to studying variations in the Newborn Life Support (NLS) procedure • Technical and non-technical aspects modelling of the NLS procedure • Analysis of the reliability and the safety of the NLS procedure under varied conditions About 10% of newborns need a life support procedure following birth. However, this procedure has a considerable error rate of more than 25%, which may compromise its safety and reliability. Continuous studies to improve its performance are carried out, but in-field studies can be expensive and not always feasible. Hence, a modelling approach is proposed. Studies have shown how variations and errors in this procedure are associated with technical and non-technical factors. Thus, the proposed approach includes these aspects by considering different settings of thermal care, the experience of the doctor, types of respiratory devices, and the ability of the clinical staff to cope with stress. The Coloured Petri Nets (CPNs) approach is used to model the characteristics of this Newborn Life Support (NLS) procedure. This technique can facilitate complex system modelling with a compact representation. The dynamic characteristics of the procedure are implemented during a simulation of the CPNs model. These relate to the duration of steps, the baby's physical response, and variations or errors from the required protocol. This paper demonstrates how risks in the protocol relating to the baby's final condition and clinical decision inaccuracies can be quantified by the approach.

Reliability Engineering & System SafetyVol. 260
Parahyangan Catholic University (ID), University of Nottingham (GB), Queen's Medical Centre (GB)
Zero hunger
Openalex Percentile: Top 5%
Healthcare Technology and Patient Monitoring
6.02
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Coloured Petri Nets-based Approach for Modelling Effects of Variation on the Reliability of the Newborn Life Support Procedure — Joy Egede, Rasa Remenyte‐Prescott, et al. · Reliability Engineering & System Safety (2025) | TGRS Research Map | TGRS