In this paper we propose an early stage decision support system for personalized arteriovenous fistula (AVF) management. The goal of the model is to identify an optimal strategy to recognize the onset of a stenosis and intervene to prevent the failure of the AVF. We used an Influence Diagram (ID) that combines a risk model, clinical tests, angioplasty and searches a series of policies that optimizes the cost of treatment.
Bregoli, A., Neri, L., Botler, M., Schumacher, E., Peralta, R., Ponce, P., et al. (2021). Personalized Arterovenous Fistula Management through Utility Maximization with Influence Diagram. In 2021 Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help?, SMARTERCARE 2021 (pp.61-66). CEUR-WS.
Personalized Arterovenous Fistula Management through Utility Maximization with Influence Diagram
Bregoli AlessandroPrimo
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2021
Abstract
In this paper we propose an early stage decision support system for personalized arteriovenous fistula (AVF) management. The goal of the model is to identify an optimal strategy to recognize the onset of a stenosis and intervene to prevent the failure of the AVF. We used an Influence Diagram (ID) that combines a risk model, clinical tests, angioplasty and searches a series of policies that optimizes the cost of treatment.
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