After initial inclusion of 32 clinical characteristics, dimensionality reduction was performed using the LASSO method, resulting in 8 remaining features: NT-proBNP, hypertension, ESR, diarrhea, cough, clinical progression, chronic diseases, and dyspnea. Here, NPPB is linked to Hypertension.