CEBPD and acute respiratory distress syndrome: Using WGCNA and machine learning algorithms, including SVM-RFE, LASSO, and RF, we identified four key genes—Cebpd, Hspa12b, Pim1, and Il1r2—which were further validated through ROC curve analysis, demonstrating their potential as diagnostic biomarkers for ALI.