Frontiers in Medicine
Incremental predictive value of CMR phenotyping for major adverse cardiovascular events: an interpretable machine learning study from UK Biobank
Cohort study of 27,254 peopleBiomarkers
Independent replication
- Machine learning
- Major adverse cardiovascular events
- Heart failure
- CMR-derived phenotypes
- High-density lipoprotein cholesterol
- Humans
The paper
Second Affiliated Hospital of Xi'an Jiaotong University
Frontiers in Medicine, 31 Jul 2026
