TNNI3 and Hypertension: Key predictive factors identified included mean respiratory rate during hospitalization, age, high-sensitivity troponin I (hs-cTnI), and hypertension.<h4>Discussion</h4>The developed model demonstrates robust prediction performance combined with high clinical interpretability.