Multicenter validation of a machine learning phase space electro-mechanical pulse wave analysis to predict elevated left ventricular end diastolic pressure at the point-of-care.

Multicenter validation of a machine learning phase space electro-mechanical pulse wave analysis to predict elevated left ventricular end diastolic pressure at the point-of-care.

<h4>Background</h4>Phase space is a mechanical systems approach and large-scale data representation of an object in 3-dimensional space. Whether such techniques can be applied to predict left ventricular pressures non-invasively and at the point-of-care is unknown.<h4>Objective<...

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Bibliographic Details
Main Authors: Sanjeev P Bhavnani, Rola Khedraki, Travis J Cohoon, Frederick J Meine, Thomas D Stuckey, Thomas McMinn, Jeremiah P Depta, Brett Bennett, Thomas McGarry, William Carroll, David Suh, John A Steuter, Michael Roberts, Horace R Gillins, Ian Shadforth, Emmanuel Lange, Abhinav Doomra, Mohammad Firouzi, Farhad Fathieh, Timothy Burton, Ali Khosousi, Shyam Ramchandani, William E Sanders, Frank Smart
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0277300

Internet

https://doi.org/10.1371/journal.pone.0277300

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