Development and validation of a machine learning model for prediction of 1-year mortality following ST-elevation myocardial infarction: a retrospective cohort study
Our ML model accurately predicts 1-year mortality in STEMI patients using only five clinical variables. This tool offers improved accuracy and ease of use compared with existing risk stratification methods, potentially enhancing patient stratification and guiding treatment decisions in STEMI management.
Authors
- Jonathan Ciofani (ORCID: https://orcid.org/0000-0003-4476-6051)
- Harrison Nguyen
- H. Sritharan (ORCID: https://orcid.org/0000-0001-7352-900X)
- Ravinay Bhindi
Institutions
- The University of Sydney (AU)
- Royal North Shore Hospital (AU)
Publication Details
- Journal
- BMJ Open
- Published
- 2026-02-01
- DOI
- https://doi.org/10.1136/bmjopen-2025-101656
- Primary Topic
- Acute Myocardial Infarction Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00