Estimating Cardiorespiratory Fitness Without Exercise Testing or Physical Activity Status in Healthy Adults: Regression Model Development and Validation.

Robert Alan Sloan Marco Visentini-Scarzanella Susumu S Sawada Xuemei Sui Jonathan Myers

Published in: JMIR public health and surveillance (2022)

The regression models developed in this study provided useful estimation and classification of CRF in a large population of male and female participants. The models may provide a practical method for estimating CRF derived from EHRs for population health research.

Keyphrases

physical activity
machine learning
deep learning
high intensity
body mass index
depressive symptoms
body composition