Table 6. Top 10 clusters of keywords in 4D flow MRI from 2003 to 2022.
Cluster ID | Size | Silhouette value | Mean year | Cluster label | Label (LLR) |
---|---|---|---|---|---|
0 | 38 | 0.845 | 2012 | Magnetic resonance imaging | Magnetic resonance imaging; wall shear stress; phase contrast; bicuspid aortic valve; geometry |
1 | 38 | 0.901 | 2014 | Cerebral aneurysm | Cerebral aneurysm; computational fluid dynamics; intracranial aneurysm; intracranial aneurysms; relative residence time |
2 | 34 | 0.682 | 2014 | Management | Management; thoracic aorta; fetal; patient-specific heat map; automatic labeling |
3 | 31 | 0.858 | 2018 | Portal hypertension | Portal hypertension; cirrhosis; aortic disease; relative pressure; portal vein |
4 | 30 | 0.802 | 2017 | Diastolic function | Diastolic function; heart failure; flow components; 3d cine; human left ventricle |
5 | 29 | 0.926 | 2014 | Resolution | Resolution; aneurysm; abdominal aortic aneurysm; volunteer; reconstruction |
6 | 27 | 0.866 | 2017 | Kinetic energy | Kinetic energy; atrial fibrillation; cardiac MRI; stasis; left ventricle |
7 | 27 | 0.941 | 2014 | 4D flow | 4D flow; Alzheimer’s disease; middle cerebral artery; pulsatility index; 4D flow CMR |
8 | 26 | 0.913 | 2012 | Cardiac magnetic resonance | Cardiac magnetic resonance; cerebrospinal fluid; syringomyelia; Chiari malformation; Marfan syndrome |
9 | 22 | 0.873 | 2017 | Cerebrovascular hemodynamics | Cerebrovascular hemodynamics; aortic hemodynamics; patient-specific simulation; computational fluid dynamics; image-based modeling |
4D flow MRI, 4-dimensional flow magnetic resonance imaging; LLR, log-likelihood ratio; CMR, cardiovascular magnetic resonance.