June 5, 2024, 4:43 a.m. | Amirreza Kachabi, Mitchel J. Colebank, Sofia Altieri Correa, Naomi C. Chesler

cs.LG updates on arXiv.org arxiv.org

arXiv:2406.01599v1 Announce Type: cross
Abstract: Microvascular disease is a contributor to persistent pulmonary hypertension in those with chronic thromboembolic pulmonary hypertension (CTEPH). The heterogenous nature of the micro and macrovascular defects motivates the use of personalized computational models, which can predict flow dynamics within multiple generations of the arterial tree and into the microvasculature. Our study uses computational hemodynamics models and Gaussian processes for rapid, subject-specific calibration using retrospective data from a large animal model of CTEPH. Our subject-specific predictions …

abstract arxiv computational contributor cs.ce cs.lg defects disease dynamics flow hypertension markov micro multiple nature personalized physics.data-an process q-bio.qm stat.ap type

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