Summarizing scheme of GRACE 2.0 and ML-based risk score for 1-year mortality and putative impact. Analyses of baseline variables in ACS patients for risk of mortality at 1 year. Easily available variables from clinical assessment build the basis for the GRACE score. The ML-derived multivariate SPUM-ACS risk score improves risk prediction compared to the GRACE 2.0 score.