The Get With The Guidelines–Heart Failure (GWTG-HF) risk score is a validated tool for predicting in-hospital mortality in patients hospitalized with acute heart failure. Higher scores correlate with significantly increased risk and should prompt consideration for intensive monitoring or ICU admission.