Document Type

Article

Publication Date

June 2025

Patent Number

12322510

Abstract

A deep learning model can be used for the identification of active contraction properties of the myocardium using limited clinical methods. A method for identifying the active contraction properties can include inputting a plurality of clinical metrics into a deep learning model. The method can further include inputting a representation of a cardiac cycle through a pressure volume-loop into the deep learning model. The deep learning model can include a first process layer with a first intermediate output and a second process layer that receives the first intermediate output as a first intermediate input. The method can further include outputting one or more contraction properties of the myocardium.

Application Number

18/175337

Assignees

UNIVERSITY OF SOUTH FLORIDA

Filing Date

02/27/2023

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