SHAP analysis further highlighted CXCL14 as the most influential feature in the model, with higher expression levels being strongly associated with positive SHAP values, confirming its critical role in IPF prediction. The gene discussed is CXCL14; the disease is idiopathic pulmonary fibrosis.