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 Proceedings of the Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help? co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA2021) (pp.61-66). CEUR-WS.
Personalized Arterovenous Fistula Management through Utility Maximization with Influence Diagram
Bregoli A.Primo
;
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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