{"id":"https://openalex.org/W2561944119","doi":"https://doi.org/10.1109/jbhi.2016.2639818","title":"Machine Learning Approach for Predicting Wall Shear Distribution for Abdominal Aortic Aneurysm and Carotid Bifurcation Models","display_name":"Machine Learning Approach for Predicting Wall Shear Distribution for Abdominal Aortic Aneurysm and Carotid Bifurcation Models","publication_year":2016,"publication_date":"2016-12-14","ids":{"openalex":"https://openalex.org/W2561944119","doi":"https://doi.org/10.1109/jbhi.2016.2639818","mag":"2561944119","pmid":"https://pubmed.ncbi.nlm.nih.gov/28113333"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2016.2639818","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2016.2639818","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/3494112","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055436644","display_name":"Milos Jordanski","orcid":"https://orcid.org/0000-0001-6967-6592"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]},{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS","US"],"is_corresponding":true,"raw_author_name":"Milos Jordanski","raw_affiliation_strings":["Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA","Faculty of Mathematics, University of Belgrade, Belgrade, Serbia"],"affiliations":[{"raw_affiliation_string":"Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]},{"raw_affiliation_string":"Faculty of Mathematics, University of Belgrade, Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103593463","display_name":"Milo\u0161 Radovi\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Milos Radovic","raw_affiliation_strings":["Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA","Research and Development Center for Bioengineering BioIRC, Kragujevac, Serbia"],"affiliations":[{"raw_affiliation_string":"Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]},{"raw_affiliation_string":"Research and Development Center for Bioengineering BioIRC, Kragujevac, Serbia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013582150","display_name":"\u017darko Milo\u0161evi\u0107","orcid":"https://orcid.org/0000-0003-1467-245X"},"institutions":[{"id":"https://openalex.org/I14245010","display_name":"University of Kragujevac","ror":"https://ror.org/04f7vj627","country_code":"RS","type":"education","lineage":["https://openalex.org/I14245010"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Zarko Milosevic","raw_affiliation_strings":["Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia","Research and Development Center for Bioengineering BioIRC, Kragujevac, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia","institution_ids":["https://openalex.org/I14245010"]},{"raw_affiliation_string":"Research and Development Center for Bioengineering BioIRC, Kragujevac, Serbia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006131395","display_name":"Nenad Filipovi\u0107","orcid":"https://orcid.org/0000-0001-9964-5615"},"institutions":[{"id":"https://openalex.org/I14245010","display_name":"University of Kragujevac","ror":"https://ror.org/04f7vj627","country_code":"RS","type":"education","lineage":["https://openalex.org/I14245010"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Nenad Filipovic","raw_affiliation_strings":["Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Kragujevac, Kragujevac, Serbia","institution_ids":["https://openalex.org/I14245010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044038055","display_name":"Zoran Obradovi\u0107","orcid":"https://orcid.org/0000-0002-2051-0142"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zoran Obradovic","raw_affiliation_strings":["Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Data Analytics and Biomedical Informatics, College of Science and Technology, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055436644"],"corresponding_institution_ids":["https://openalex.org/I4068193","https://openalex.org/I84392919"],"apc_list":null,"apc_paid":null,"fwci":1.533,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.83968694,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"22","issue":"2","first_page":"537","last_page":"544"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10983","display_name":"Aortic aneurysm repair treatments","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/abdominal-aortic-aneurysm","display_name":"Abdominal aortic aneurysm","score":0.502608060836792},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48669034242630005},{"id":"https://openalex.org/keywords/shear-stress","display_name":"Shear stress","score":0.45366886258125305},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4513706862926483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43456417322158813},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.42729753255844116},{"id":"https://openalex.org/keywords/bifurcation","display_name":"Bifurcation","score":0.42622503638267517},{"id":"https://openalex.org/keywords/cardiac-cycle","display_name":"Cardiac cycle","score":0.4240325391292572},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4017554223537445},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3484099805355072},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3268173336982727},{"id":"https://openalex.org/keywords/aneurysm","display_name":"Aneurysm","score":0.24951332807540894},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.1609003245830536},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.1417621374130249},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.1405065655708313},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.11181363463401794},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09540024399757385}],"concepts":[{"id":"https://openalex.org/C2779993416","wikidata":"https://www.wikidata.org/wiki/Q2256736","display_name":"Abdominal aortic aneurysm","level":3,"score":0.502608060836792},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48669034242630005},{"id":"https://openalex.org/C21141959","wikidata":"https://www.wikidata.org/wiki/Q657936","display_name":"Shear stress","level":2,"score":0.45366886258125305},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4513706862926483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43456417322158813},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.42729753255844116},{"id":"https://openalex.org/C2781349735","wikidata":"https://www.wikidata.org/wiki/Q4904824","display_name":"Bifurcation","level":3,"score":0.42622503638267517},{"id":"https://openalex.org/C99398487","wikidata":"https://www.wikidata.org/wiki/Q257319","display_name":"Cardiac cycle","level":2,"score":0.4240325391292572},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4017554223537445},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3484099805355072},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3268173336982727},{"id":"https://openalex.org/C2776098176","wikidata":"https://www.wikidata.org/wiki/Q189389","display_name":"Aneurysm","level":2,"score":0.24951332807540894},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.1609003245830536},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.1417621374130249},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.1405065655708313},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.11181363463401794},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09540024399757385},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D002339","descriptor_name":"Carotid Arteries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D006439","descriptor_name":"Hemodynamics","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006439","descriptor_name":"Hemodynamics","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006439","descriptor_name":"Hemodynamics","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008955","descriptor_name":"Models, Cardiovascular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008955","descriptor_name":"Models, Cardiovascular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008955","descriptor_name":"Models, Cardiovascular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013314","descriptor_name":"Stress, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013314","descriptor_name":"Stress, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013314","descriptor_name":"Stress, Mechanical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D017544","descriptor_name":"Aortic Aneurysm, Abdominal","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020342","descriptor_name":"Finite Element Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2016.2639818","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2016.2639818","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:28113333","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28113333","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:zenodo.org:3494112","is_oa":true,"landing_page_url":"https://zenodo.org/record/3494112","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:3494112","is_oa":true,"landing_page_url":"https://zenodo.org/record/3494112","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1544526228","https://openalex.org/W1964363514","https://openalex.org/W1996087206","https://openalex.org/W2018110050","https://openalex.org/W2074636324","https://openalex.org/W2077632029","https://openalex.org/W2084621368","https://openalex.org/W2095083933","https://openalex.org/W2115155259","https://openalex.org/W2125088273","https://openalex.org/W2129734753","https://openalex.org/W2133023017","https://openalex.org/W2147880316","https://openalex.org/W2149305144","https://openalex.org/W2159070158","https://openalex.org/W2502875188","https://openalex.org/W4232451092","https://openalex.org/W4300402905","https://openalex.org/W6632618830","https://openalex.org/W6682082992"],"related_works":["https://openalex.org/W2885477697","https://openalex.org/W2318061648","https://openalex.org/W1982022398","https://openalex.org/W2966401158","https://openalex.org/W4205383804","https://openalex.org/W2344671667","https://openalex.org/W2353522932","https://openalex.org/W2134738950","https://openalex.org/W2001992551","https://openalex.org/W2052424841"],"abstract_inverted_index":{"Computer":[0],"simulations":[1],"based":[2,48],"on":[3],"the":[4,150],"finite":[5],"element":[6],"method":[7,181],"represent":[8],"powerful":[9],"tools":[10],"for":[11,50,145,156,161,169,182],"modeling":[12],"blood":[13,81],"flow":[14],"through":[15],"arteries.":[16],"However,":[17],"due":[18],"to":[19,35,67,75],"its":[20],"computational":[21,37],"complexity,":[22],"this":[23,40,119],"approach":[24,49,174],"may":[25,59],"be":[26,176],"inappropriate":[27],"when":[28],"results":[29],"are":[30],"needed":[31],"quickly.":[32],"In":[33,73],"order":[34,74],"reduce":[36],"time,":[38],"in":[39,64,118],"paper,":[41],"we":[42,101],"proposed":[43,102,140,173],"an":[44,61,179],"alternative":[45,180],"machine":[46,123],"learning":[47,124],"calculation":[51,185],"of":[52,71,90,153,167,186],"wall":[53],"shear":[54],"stress":[55],"(WSS)":[56],"distribution,":[57],"which":[58],"play":[60],"important":[62],"role":[63],"mechanisms":[65],"related":[66],"initiation":[68],"and":[69,85,87,97,110,159],"development":[70],"atherosclerosis.":[72],"capture":[76],"relationships":[77],"between":[78],"geometric":[79],"parameters,":[80],"density,":[82],"dynamic":[83],"viscosity":[84],"velocity,":[86],"WSS":[88,129,146,187],"distribution":[89,130],"geometrically":[91],"parameterized":[92],"abdominal":[93],"aortic":[94],"aneurysm":[95],"(AAA)":[96],"carotid":[98,162],"bifurcation":[99,163],"models,":[100],"multivariate":[103],"linear":[104],"regression,":[105],"multilayer":[106],"perceptron":[107],"neural":[108],"network":[109],"Gaussian":[111],"conditional":[112],"random":[113],"fields":[114],"(GCRF).":[115],"Results":[116],"obtained":[117],"paper":[120],"show":[121],"that":[122],"approaches":[125],"can":[126,175],"successfully":[127],"predict":[128],"at":[131],"different":[132],"cardiac":[133],"cycle":[134],"time":[135,184],"points.":[136],"Even":[137],"though":[138],"all":[139],"methods":[141],"showed":[142],"high":[143],"potential":[144],"prediction,":[147],"GCRF":[148],"achieved":[149],"highest":[151],"coefficient":[152],"determination":[154],"(0.930-0.948":[155],"AAA":[157],"model":[158],"0.946-0.954":[160],"model)":[164],"demonstrating":[165],"benefits":[166],"accounting":[168],"spatial":[170],"correlation.":[171],"The":[172],"used":[177],"as":[178],"real":[183],"distribution.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
