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. 2024 Jan 18;14(2):1873–1890. doi: 10.21037/qims-23-1227

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.