{"id":"https://openalex.org/W3081745667","doi":"https://doi.org/10.1109/embc44109.2020.9176151","title":"A Composite Material Based Neural Network for Tissue Mechanical Properties Estimation Toward Stage Assessment of Infarction","display_name":"A Composite Material Based Neural Network for Tissue Mechanical Properties Estimation Toward Stage Assessment of Infarction","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3081745667","doi":"https://doi.org/10.1109/embc44109.2020.9176151","mag":"3081745667","pmid":"https://pubmed.ncbi.nlm.nih.gov/33018588"},"language":"en","primary_location":{"id":"doi:10.1109/embc44109.2020.9176151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176151","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047309129","display_name":"Sergio Dempsey","orcid":"https://orcid.org/0000-0003-1738-3047"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sergio Dempsey","raw_affiliation_strings":["School of Biomedical Engineering at Western University, London, ON, CAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering at Western University, London, ON, CAN","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079704650","display_name":"Parya Jafari","orcid":"https://orcid.org/0000-0003-2770-1627"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Parya Jafari","raw_affiliation_strings":["Interaptix, Toronto, ON, CAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interaptix, Toronto, ON, CAN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013826365","display_name":"Aaron So","orcid":"https://orcid.org/0000-0001-9293-158X"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I131944076","display_name":"Lawson Health Research Institute","ror":"https://ror.org/051gsh239","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I131944076"]},{"id":"https://openalex.org/I93393672","display_name":"Western University of Health Sciences","ror":"https://ror.org/05167c961","country_code":"US","type":"education","lineage":["https://openalex.org/I93393672"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Aaron So","raw_affiliation_strings":["Department of Medical Biophysics, Imaging Program at Lawson Health Research Institute at Western University, London, ON, CAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Biophysics, Imaging Program at Lawson Health Research Institute at Western University, London, ON, CAN","institution_ids":["https://openalex.org/I125749732","https://openalex.org/I131944076","https://openalex.org/I93393672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053150293","display_name":"Abbas Samani","orcid":"https://orcid.org/0000-0002-9352-0587"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abbas Samani","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Department of Medical Biophysics, and The School of Biomedical Engineering, Western University, London, ON, CAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Department of Medical Biophysics, and The School of Biomedical Engineering, Western University, London, ON, CAN","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8965,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.69804074,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2020","issue":null,"first_page":"2800","last_page":"2803"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11366","display_name":"Elasticity and Material Modeling","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11366","display_name":"Elasticity and Material Modeling","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10512","display_name":"Orthopaedic implants and arthroplasty","score":0.974399983882904,"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/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9624000191688538,"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/computer-science","display_name":"Computer science","score":0.6272199153900146},{"id":"https://openalex.org/keywords/blueprint","display_name":"Blueprint","score":0.5835723280906677},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4507763087749481},{"id":"https://openalex.org/keywords/myocardial-infarction","display_name":"Myocardial infarction","score":0.4421629309654236},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.43381235003471375},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40352576971054077},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38952773809432983},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.3619803786277771},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23951327800750732},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.2169312834739685},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16088661551475525},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.09036087989807129}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6272199153900146},{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.5835723280906677},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4507763087749481},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.4421629309654236},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.43381235003471375},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40352576971054077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38952773809432983},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.3619803786277771},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23951327800750732},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.2169312834739685},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16088661551475525},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.09036087989807129},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D002921","descriptor_name":"Cicatrix","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002921","descriptor_name":"Cicatrix","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002921","descriptor_name":"Cicatrix","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003094","descriptor_name":"Collagen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003094","descriptor_name":"Collagen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003094","descriptor_name":"Collagen","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009203","descriptor_name":"Myocardial Infarction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009203","descriptor_name":"Myocardial Infarction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009203","descriptor_name":"Myocardial Infarction","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014945","descriptor_name":"Wound Healing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014945","descriptor_name":"Wound Healing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014945","descriptor_name":"Wound Healing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc44109.2020.9176151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176151","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:33018588","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33018588","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W57890890","https://openalex.org/W1968604238","https://openalex.org/W2004858744","https://openalex.org/W2084878939","https://openalex.org/W2098455751","https://openalex.org/W2102339840","https://openalex.org/W2111660499","https://openalex.org/W2146936491","https://openalex.org/W2154306328","https://openalex.org/W2154797625","https://openalex.org/W2166496450","https://openalex.org/W2174959303","https://openalex.org/W2473717175","https://openalex.org/W2480589279","https://openalex.org/W2498215202","https://openalex.org/W2791453970","https://openalex.org/W2804924258","https://openalex.org/W6602312015"],"related_works":["https://openalex.org/W4304620183","https://openalex.org/W2384575798","https://openalex.org/W2265189214","https://openalex.org/W2766654718","https://openalex.org/W2007211730","https://openalex.org/W2379378785","https://openalex.org/W1975337239","https://openalex.org/W1971312788","https://openalex.org/W4319347573","https://openalex.org/W345637833"],"abstract_inverted_index":{"Cardiac":[0],"biomechanical":[1,34],"modelling":[2,50,91],"is":[3,57,74],"a":[4,21,80],"promising":[5],"new":[6,161],"tool":[7],"to":[8,30,38,62,78,87,108,115,123,132,156],"be":[9,88,106,150],"used":[10,89,107,152],"in":[11,68,71,90],"prognostic":[12],"medicine":[13],"and":[14,26,43,142],"therapy":[15],"planning":[16],"for":[17,164],"patients":[18],"suffering":[19],"from":[20],"variety":[22],"of":[23,82,95,112,134],"cardiovascular":[24],"diseases":[25],"injuries.":[27],"In":[28],"order":[29],"have":[31,98],"an":[32],"accurate":[33],"model,":[35],"personalized":[36,49],"parameters":[37,51],"define":[39],"loading,":[40],"boundary":[41],"conditions":[42],"mechanical":[44,85,120],"properties":[45,86,121],"are":[46,67],"required.":[47],"Achieving":[48],"often":[52],"requires":[53],"inverse":[54],"optimization":[55],"which":[56],"computationally":[58],"expensive;":[59],"hence":[60],"techniques":[61],"reduce":[63,109],"the":[64,75,92,110,117,135],"multivariable":[65],"complexity":[66],"need.":[69],"Presented":[70],"this":[72],"paper":[73],"fundamental":[76],"blueprint":[77],"create":[79],"library":[81,104],"scar":[83,118,136],"tissue":[84,119,137],"healing":[93],"mechanics":[94],"hearts":[96],"that":[97],"suffered":[99],"acute":[100],"myocardial":[101],"infarction.":[102],"This":[103,125,147],"can":[105,149],"number":[111],"variables":[113],"necessary":[114],"capture":[116],"down":[122],"1.":[124],"single":[126],"parameter":[127],"also":[128],"carries":[129],"information":[130,148],"pertaining":[131],"staging":[133],"healing,":[138],"predict":[139,143],"its":[140,144],"rate,":[141],"collagen":[145],"density.":[146],"potentially":[151],"as":[153],"valuable":[154],"biomarkers":[155],"adjust":[157],"existing":[158],"or":[159],"develop":[160],"treatment":[162],"plans":[163],"patients.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
