Fig. 1

Schematic for development of RPOPs. 120 subjects were split into training and independent test sets by the cluster random sampling method. The feature variable screening process was used 10 fold cross validation in training set. Lasso regression was used to screen characteristic variables and establish a algorithm model to evaluate the population at high risk of POP which was evaluated and tested in an independent test cohort