SHAP (SHapley Additive exPlanations) value analysis, which quantifies the contribution of each input feature to the model’s predictions, showed that the top five variables (CRP, age, spleen size, pleural effusion volume estimate, symptom fever) were identical across both scenarios. The gene discussed is CRP; the disease is Pleural effusion.