Risk prediction and stratification

LightGBM models to predict disease and mortality risk using external exposome and biological markers.
Four models established incorporating: 1) covariates alone (age at baseline, sex and assessment center); 2) covariates plus external exposome factors; 3) covariates plus biological markers; and 4) covariates plus both external factors and biological markers.