id sid tid token lemma pos ww72b854t5j 1 1 computational computational ADJ ww72b854t5j 1 2 models model NOUN ww72b854t5j 1 3 are be AUX ww72b854t5j 1 4 increasingly increasingly ADV ww72b854t5j 1 5 used use VERB ww72b854t5j 1 6 for for ADP ww72b854t5j 1 7 diagnosis diagnosis NOUN ww72b854t5j 1 8 and and CCONJ ww72b854t5j 1 9 treatment treatment NOUN ww72b854t5j 1 10 of of ADP ww72b854t5j 1 11 cardiovascular cardiovascular ADJ ww72b854t5j 1 12 disease disease NOUN ww72b854t5j 1 13 . . PUNCT ww72b854t5j 2 1 to to PART ww72b854t5j 2 2 provide provide VERB ww72b854t5j 2 3 a a DET ww72b854t5j 2 4 quantitative quantitative ADJ ww72b854t5j 2 5 hemodynamic hemodynamic ADJ ww72b854t5j 2 6 understanding understanding NOUN ww72b854t5j 2 7 that that PRON ww72b854t5j 2 8 can can AUX ww72b854t5j 2 9 be be AUX ww72b854t5j 2 10 effectively effectively ADV ww72b854t5j 2 11 used use VERB ww72b854t5j 2 12 in in ADP ww72b854t5j 2 13 the the DET ww72b854t5j 2 14 clinic clinic NOUN ww72b854t5j 2 15 , , PUNCT ww72b854t5j 2 16 it it PRON ww72b854t5j 2 17 is be AUX ww72b854t5j 2 18 crucial crucial ADJ ww72b854t5j 2 19 to to PART ww72b854t5j 2 20 quantify quantify VERB ww72b854t5j 2 21 the the DET ww72b854t5j 2 22 variability variability NOUN ww72b854t5j 2 23 in in ADP ww72b854t5j 2 24 the the DET ww72b854t5j 2 25 outputs output NOUN ww72b854t5j 2 26 from from ADP ww72b854t5j 2 27 these these DET ww72b854t5j 2 28 models model NOUN ww72b854t5j 2 29 due due ADJ ww72b854t5j 2 30 to to ADP ww72b854t5j 2 31 multiple multiple ADJ ww72b854t5j 2 32 sources source NOUN ww72b854t5j 2 33 of of ADP ww72b854t5j 2 34 uncertainty uncertainty NOUN ww72b854t5j 2 35 . . PUNCT ww72b854t5j 3 1 to to PART ww72b854t5j 3 2 quantify quantify VERB ww72b854t5j 3 3 this this DET ww72b854t5j 3 4 variability variability NOUN ww72b854t5j 3 5 , , PUNCT ww72b854t5j 3 6 the the DET ww72b854t5j 3 7 analyst analyst NOUN ww72b854t5j 3 8 invariably invariably ADV ww72b854t5j 3 9 needs need VERB ww72b854t5j 3 10 to to PART ww72b854t5j 3 11 generate generate VERB ww72b854t5j 3 12 a a DET ww72b854t5j 3 13 large large ADJ ww72b854t5j 3 14 collection collection NOUN ww72b854t5j 3 15 of of ADP ww72b854t5j 3 16 high high ADJ ww72b854t5j 3 17 - - PUNCT ww72b854t5j 3 18 fidelity fidelity NOUN ww72b854t5j 3 19 model model NOUN ww72b854t5j 3 20 solutions solution NOUN ww72b854t5j 3 21 , , PUNCT ww72b854t5j 3 22 typically typically ADV ww72b854t5j 3 23 requiring require VERB ww72b854t5j 3 24 a a DET ww72b854t5j 3 25 substantial substantial ADJ ww72b854t5j 3 26 computational computational ADJ ww72b854t5j 3 27 effort effort NOUN ww72b854t5j 3 28 . . PUNCT ww72b854t5j 4 1 in in ADP ww72b854t5j 4 2 this this DET ww72b854t5j 4 3 dissertation dissertation NOUN ww72b854t5j 4 4 , , PUNCT ww72b854t5j 4 5 we we PRON ww72b854t5j 4 6 show show VERB ww72b854t5j 4 7 how how SCONJ ww72b854t5j 4 8 an an DET ww72b854t5j 4 9 explicit explicit ADJ ww72b854t5j 4 10 - - PUNCT ww72b854t5j 4 11 in in ADP ww72b854t5j 4 12 - - PUNCT ww72b854t5j 4 13 time time NOUN ww72b854t5j 4 14 ensemble ensemble NOUN ww72b854t5j 4 15 cardiovascular cardiovascular NOUN ww72b854t5j 4 16 solver solver VERB ww72b854t5j 4 17 offers offer VERB ww72b854t5j 4 18 superior superior ADJ ww72b854t5j 4 19 performance performance NOUN ww72b854t5j 4 20 with with ADP ww72b854t5j 4 21 respect respect NOUN ww72b854t5j 4 22 to to ADP ww72b854t5j 4 23 the the DET ww72b854t5j 4 24 embarrassingly embarrassingly ADV ww72b854t5j 4 25 parallel parallel ADJ ww72b854t5j 4 26 solution solution NOUN ww72b854t5j 4 27 with with ADP ww72b854t5j 4 28 implicit implicit ADJ ww72b854t5j 4 29 - - PUNCT ww72b854t5j 4 30 in in ADP ww72b854t5j 4 31 - - PUNCT ww72b854t5j 4 32 time time NOUN ww72b854t5j 4 33 algorithms algorithm NOUN ww72b854t5j 4 34 , , PUNCT ww72b854t5j 4 35 typical typical ADJ ww72b854t5j 4 36 of of ADP ww72b854t5j 4 37 an an DET ww72b854t5j 4 38 inner inner ADJ ww72b854t5j 4 39 - - PUNCT ww72b854t5j 4 40 outer outer ADJ ww72b854t5j 4 41 loop loop NOUN ww72b854t5j 4 42 paradigm paradigm NOUN ww72b854t5j 4 43 for for ADP ww72b854t5j 4 44 non non ADJ ww72b854t5j 4 45 - - ADJ ww72b854t5j 4 46 intrusive intrusive ADJ ww72b854t5j 4 47 uncertainty uncertainty NOUN ww72b854t5j 4 48 propagation propagation NOUN ww72b854t5j 4 49 . . PUNCT ww72b854t5j 5 1 we we PRON ww72b854t5j 5 2 discuss discuss VERB ww72b854t5j 5 3 in in ADP ww72b854t5j 5 4 detail detail NOUN ww72b854t5j 5 5 the the DET ww72b854t5j 5 6 numerics numeric NOUN ww72b854t5j 5 7 and and CCONJ ww72b854t5j 5 8 efficient efficient ADJ ww72b854t5j 5 9 distributed distribute VERB ww72b854t5j 5 10 implementation implementation NOUN ww72b854t5j 5 11 of of ADP ww72b854t5j 5 12 a a DET ww72b854t5j 5 13 segregated segregated ADJ ww72b854t5j 6 1 fsi fsi ADJ ww72b854t5j 6 2 cardiovascular cardiovascular NOUN ww72b854t5j 6 3 solver solver VERB ww72b854t5j 6 4 on on ADP ww72b854t5j 6 5 both both CCONJ ww72b854t5j 6 6 cpu cpu NOUN ww72b854t5j 6 7 and and CCONJ ww72b854t5j 6 8 gpu gpu PROPN ww72b854t5j 6 9 systems system NOUN ww72b854t5j 6 10 , , PUNCT ww72b854t5j 6 11 and and CCONJ ww72b854t5j 6 12 demonstrate demonstrate VERB ww72b854t5j 6 13 its its PRON ww72b854t5j 6 14 applicability applicability NOUN ww72b854t5j 6 15 to to PART ww72b854t5j 6 16 idealized idealized VERB ww72b854t5j 6 17 and and CCONJ ww72b854t5j 6 18 patient patient NOUN ww72b854t5j 6 19 - - PUNCT ww72b854t5j 6 20 specific specific ADJ ww72b854t5j 6 21 cardiovascular cardiovascular ADJ ww72b854t5j 6 22 models model NOUN ww72b854t5j 6 23 , , PUNCT ww72b854t5j 6 24 analyzed analyze VERB ww72b854t5j 6 25 under under ADP ww72b854t5j 6 26 steady steady ADJ ww72b854t5j 6 27 and and CCONJ ww72b854t5j 6 28 pulsatile pulsatile NOUN ww72b854t5j 6 29 flow flow NOUN ww72b854t5j 6 30 conditions condition NOUN ww72b854t5j 6 31 . . PUNCT