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. Author manuscript; available in PMC: 2021 Mar 12.
Published in final edited form as: JACC Cardiovasc Imaging. 2020 Sep;13(9):2017–2035. doi: 10.1016/j.jcmg.2020.07.015

CENTRAL ILLUSTRATION. Steps for Building a Machine Learning Pipeline and the Reporting Items in a Checklist.

CENTRAL ILLUSTRATION

This illustration provides the principal requirements for building a checklist (at every step of the model building process) to enable the precise application of predictive modeling, consistent reporting of model specifications, and results in the field of cardiovascular imaging. CV = cross validation; GPL = general public license; LOOCV = leave 1 out cross validation; ML = machine learning; S/W = software.