“…In these studies, surrogates of blood flow fields have been studied to associate the dynamics of the blood flow inside the LA and LAA to risk of clot formation. There are several examples of these surrogates, including but not limited to: shear strain rate, wall shear stress ( 13 , 14 ), oscillatory shear index, time-averaged wall shear stress ( 15 , 16 ), time-averaged velocity ( 13 , 17 – 21 ), particle resident time ( 22 , 23 ), local relative residence time ( 16 , 24 – 26 ), residual virtual contrast agent ( 13 , 18 , 19 , 27 ), vortex structure ( 14 , 17 – 20 , 25 ), flow kinetic energy ( 25 ), age stasis ( 28 ), and endothelial cell activation potential (ECAP) ( 16 , 29 – 31 ). The most accurate approach to simulate clot formation is to include the mechanics of the blood cell (i.e., red blood cells, platelets, etc.)…”