In the analysis without SMOTE oversampling, the LASSO algorithm excluded the following variables: C-reactive protein, mean corpuscular hemoglobin concentration, GCS score, CPOT score, gastrointestinal tolerance to nutrition, and CRS. This evidence concerns the gene CRP and congenital rubella syndrome.