Annals of Medicine
Predicting gallstones risk with body composition analysis and machine learning: a dual-center cohort study
Cohort study of 1,944 peopleBiomarkers
Declared no competing interests
- Machine learning
- Gallstones
- Gallstones occurrence
- Neutrophil-to-lymphocyte ratio
- Subcutaneous-to-total fat area ratio
- Humans
The paper
Jinqiu Hospital of Liaoning province; China Medical University
Annals of Medicine, 7 Oct 2026
