SHAP analysis identified the retinol-binding protein 4 level, M. pneumoniae cycle-threshold value, D-dimer level, fever duration before admission, C-reactive protein-to-albumin ratio, and presence of pleural effusion as key predictors. The gene discussed is CRP; the disease is Pleural effusion.