{"id":"https://openalex.org/W4401749609","doi":"https://doi.org/10.1109/isbi56570.2024.10635747","title":"PE-MVCNET: Multi-View and Cross-Modal Fusion Network for Pulmonary Embolism Prediction","display_name":"PE-MVCNET: Multi-View and Cross-Modal Fusion Network for Pulmonary Embolism Prediction","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401749609","doi":"https://doi.org/10.1109/isbi56570.2024.10635747"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5101984951","display_name":"Zhaoxin Guo","orcid":"https://orcid.org/0000-0002-1655-3457"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhaoxin Guo","raw_affiliation_strings":["Hangzhou Dianzi University,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424170","display_name":"Zhipeng Wang","orcid":"https://orcid.org/0000-0003-0780-0070"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhipeng Wang","raw_affiliation_strings":["Hangzhou Dianzi University,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052648973","display_name":"Ruiquan Ge","orcid":"https://orcid.org/0000-0001-5713-5588"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiquan Ge","raw_affiliation_strings":["Hangzhou Dianzi University,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051509440","display_name":"Jianxun Yu","orcid":"https://orcid.org/0009-0001-8251-7403"},"institutions":[{"id":"https://openalex.org/I88372448","display_name":"Dalian Polytechnic University","ror":"https://ror.org/00c7x4a95","country_code":"CN","type":"education","lineage":["https://openalex.org/I88372448"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxun Yu","raw_affiliation_strings":["Dalian Polytechnic University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Polytechnic University,Dalian,China","institution_ids":["https://openalex.org/I88372448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052124467","display_name":"Feiwei Qin","orcid":"https://orcid.org/0000-0001-5036-9365"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiwei Qin","raw_affiliation_strings":["Hangzhou Dianzi University,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387909","display_name":"Yuan Tian","orcid":"https://orcid.org/0000-0002-6785-0566"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Tian","raw_affiliation_strings":["The Second Affiliated Hospital of The Chinese University of Hong Kong,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Second Affiliated Hospital of The Chinese University of Hong Kong,Shenzhen,China","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059744858","display_name":"Yuqing Peng","orcid":"https://orcid.org/0009-0005-8066-6914"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqing Peng","raw_affiliation_strings":["Chinese Academy of Sciences,Shenzhen Institutes of Advanced Technology,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Shenzhen Institutes of Advanced Technology,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100779295","display_name":"Yonghong Li","orcid":"https://orcid.org/0000-0002-5241-7882"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghong Li","raw_affiliation_strings":["Shenzhen Institute of Information Technology,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Information Technology,China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063406130","display_name":"Changmiao Wang","orcid":"https://orcid.org/0000-0003-2466-5990"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changmiao Wang","raw_affiliation_strings":["Shenzhen Research Institute of Big Data,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Research Institute of Big Data,China","institution_ids":["https://openalex.org/I4210099586"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101984951"],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":null,"apc_paid":null,"fwci":3.1957,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.91681835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":0.9639999866485596,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal Medicine"},"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/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":0.9639999866485596,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal 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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9223999977111816,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/modal","display_name":"Modal","score":0.6631250381469727},{"id":"https://openalex.org/keywords/pulmonary-embolism","display_name":"Pulmonary embolism","score":0.602867841720581},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4884123206138611},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4494110345840454},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3314974904060364},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12479999661445618},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.09697109460830688},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09639665484428406},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.05756065249443054},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.051973193883895874}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6631250381469727},{"id":"https://openalex.org/C2776265017","wikidata":"https://www.wikidata.org/wiki/Q220570","display_name":"Pulmonary embolism","level":2,"score":0.602867841720581},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4884123206138611},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4494110345840454},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3314974904060364},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12479999661445618},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.09697109460830688},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09639665484428406},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.05756065249443054},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.051973193883895874},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W3018185338","https://openalex.org/W3174086521","https://openalex.org/W3202358806","https://openalex.org/W3216409603","https://openalex.org/W4220661517","https://openalex.org/W4283705172","https://openalex.org/W4288391270","https://openalex.org/W4292941885","https://openalex.org/W4322096903","https://openalex.org/W4362577737","https://openalex.org/W4394596954","https://openalex.org/W6779047375","https://openalex.org/W6804495000"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"The":[0],"early":[1],"detection":[2],"of":[3,21,133,138,144],"a":[4,29,67,164],"pulmonary":[5],"embolism":[6],"(PE)":[7],"is":[8,171],"critical":[9],"for":[10,116],"enhancing":[11],"patient":[12],"survival":[13],"rates.":[14],"Both":[15],"image-based":[16],"and":[17,81,98,140],"non-image-based":[18],"features":[19,111],"are":[20],"utmost":[22],"importance":[23],"in":[24],"medical":[25,48],"classification":[26],"tasks.":[27],"In":[28],"clinical":[30,56],"setting,":[31],"physicians":[32],"tend":[33],"to":[34,46,108,160],"rely":[35],"on":[36,75],"the":[37,87,95,99,122],"contextual":[38],"information":[39,57],"provided":[40],"by":[41],"Electronic":[42],"Medical":[43,127],"Records":[44],"(EMR)":[45],"interpret":[47],"imaging.":[49],"However,":[50],"very":[51],"few":[52],"models":[53,161],"effectively":[54],"integrate":[55],"with":[58,90],"imaging":[59,80],"data.":[60,83],"To":[61],"address":[62],"this":[63],"shortcoming,":[64],"we":[65],"suggest":[66],"multimodal":[68,155],"fusion":[69,156],"methodology,":[70],"termed":[71],"PE-MVCNet,":[72],"which":[73],"capitalizes":[74],"Computed":[76],"Tomography":[77],"Pulmonary":[78],"Angiography":[79],"EMR":[82],"This":[84],"method":[85],"comprises":[86],"Image-only":[88],"module":[89],"an":[91,131,135,141],"integrated":[92],"multi-view":[93],"block,":[94],"EMR-only":[96],"module,":[97],"Cross-modal":[100],"Attention":[101],"Fusion":[102],"(CMAF)":[103],"module.":[104],"These":[105],"modules":[106],"cooperate":[107],"extract":[109],"comprehensive":[110],"that":[112,153,162],"subsequently":[113],"generate":[114],"predictions":[115],"PE.":[117],"We":[118],"conducted":[119],"experiments":[120],"using":[121],"publicly":[123],"accessible":[124],"Stanford":[125],"University":[126],"Center":[128],"dataset,":[129],"achieving":[130],"AUROC":[132],"94.1%,":[134],"accuracy":[136],"rate":[137],"90.2%,":[139],"F1":[142],"score":[143],"90.6%.":[145],"Our":[146,168],"proposed":[147],"model":[148,157],"outperforms":[149],"existing":[150],"methodologies,":[151],"corroborating":[152],"our":[154],"excels":[158],"compared":[159],"use":[163],"single":[165],"data":[166],"modality.":[167],"source":[169],"code":[170],"available":[172],"at":[173],"https://github.com/LeavingStarW/PE-MVCNET.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
