PURPOSE: Cardiorespiratory fitness is suggested to be an important marker of cardiovascular risk, but is rarely evaluated in healthcare settings. In the present study directly measured peak oxygen uptake data (VO2peak) from a diverse population of 4637 healthy participants were used to develop and cross-validate a new non-exercise regression model of cardiorespiratory fitness for men and women....