NPPB and congestive heart failure: Through comprehensive comparative analyses, this investigation examines the individual and combined predictive capacities of RDW, eGFR, NT-proBNP, and RGR in predicting prolonged hospitalization, in-hospital mortality, and 6-month all-cause mortality among patients with CHF, and across different CHF phenotypes.