{"id":"https://openalex.org/W2901121110","doi":"https://doi.org/10.1109/jbhi.2018.2882518","title":"Adversarial MACE Prediction After Acute Coronary Syndrome Using Electronic Health Records","display_name":"Adversarial MACE Prediction After Acute Coronary Syndrome Using Electronic Health Records","publication_year":2018,"publication_date":"2018-11-20","ids":{"openalex":"https://openalex.org/W2901121110","doi":"https://doi.org/10.1109/jbhi.2018.2882518","mag":"2901121110","pmid":"https://pubmed.ncbi.nlm.nih.gov/30475735"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2018.2882518","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2018.2882518","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056505424","display_name":"Zhengxing Huang","orcid":"https://orcid.org/0000-0002-2644-8642"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengxing Huang","raw_affiliation_strings":["College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2644-8642","affiliations":[{"raw_affiliation_string":"College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101881656","display_name":"Wei Dong","orcid":"https://orcid.org/0000-0003-4525-1105"},"institutions":[{"id":"https://openalex.org/I2802939634","display_name":"Chinese PLA General Hospital","ror":"https://ror.org/04gw3ra78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802939634"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Dong","raw_affiliation_strings":["Department of Cardiology, Chinese PLA General Hospital, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cardiology, Chinese PLA General Hospital, Beijing, China","institution_ids":["https://openalex.org/I2802939634"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.9712,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.96852519,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"5","first_page":"2117","last_page":"2126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9864000082015991,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9835000038146973,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mace","display_name":"Mace","score":0.9764319658279419},{"id":"https://openalex.org/keywords/acute-coronary-syndrome","display_name":"Acute coronary syndrome","score":0.7544769048690796},{"id":"https://openalex.org/keywords/myocardial-infarction","display_name":"Myocardial infarction","score":0.6192781329154968},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5080890655517578},{"id":"https://openalex.org/keywords/unstable-angina","display_name":"Unstable angina","score":0.48975062370300293},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.467218279838562},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.43291354179382324},{"id":"https://openalex.org/keywords/percutaneous-coronary-intervention","display_name":"Percutaneous coronary intervention","score":0.24715018272399902}],"concepts":[{"id":"https://openalex.org/C2780739214","wikidata":"https://www.wikidata.org/wiki/Q6723023","display_name":"Mace","level":4,"score":0.9764319658279419},{"id":"https://openalex.org/C2777698277","wikidata":"https://www.wikidata.org/wiki/Q266018","display_name":"Acute coronary syndrome","level":3,"score":0.7544769048690796},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.6192781329154968},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5080890655517578},{"id":"https://openalex.org/C2777785093","wikidata":"https://www.wikidata.org/wiki/Q2032041","display_name":"Unstable angina","level":3,"score":0.48975062370300293},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.467218279838562},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.43291354179382324},{"id":"https://openalex.org/C2780400711","wikidata":"https://www.wikidata.org/wiki/Q2008344","display_name":"Percutaneous coronary intervention","level":3,"score":0.24715018272399902}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"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":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","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":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D054058","descriptor_name":"Acute Coronary Syndrome","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2018.2882518","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2018.2882518","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:30475735","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30475735","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}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G5732429111","display_name":"\u57fa\u4e8e\u7535\u5b50\u75c5\u5386\u6570\u636e\u6316\u6398\u7684\u6025\u6027\u51a0\u8109\u7efc\u5408\u5f81\u98ce\u9669\u8bc4\u4f30\u53ca\u5e72\u9884\u6548\u679c\u5206\u6790\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61672450","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1516160277","https://openalex.org/W1581984155","https://openalex.org/W1896424170","https://openalex.org/W1967148413","https://openalex.org/W1973445088","https://openalex.org/W2001502878","https://openalex.org/W2024828837","https://openalex.org/W2027106132","https://openalex.org/W2034690624","https://openalex.org/W2044392681","https://openalex.org/W2058743619","https://openalex.org/W2069255298","https://openalex.org/W2088198811","https://openalex.org/W2099471712","https://openalex.org/W2100495367","https://openalex.org/W2107878631","https://openalex.org/W2113603414","https://openalex.org/W2114198397","https://openalex.org/W2117677020","https://openalex.org/W2120371221","https://openalex.org/W2126667102","https://openalex.org/W2136922672","https://openalex.org/W2141115552","https://openalex.org/W2141312513","https://openalex.org/W2145094598","https://openalex.org/W2147161150","https://openalex.org/W2149011208","https://openalex.org/W2163605009","https://openalex.org/W2165884492","https://openalex.org/W2289846183","https://openalex.org/W2294059674","https://openalex.org/W2330126143","https://openalex.org/W2395172628","https://openalex.org/W2511950764","https://openalex.org/W2518582440","https://openalex.org/W2520547729","https://openalex.org/W2525330092","https://openalex.org/W2568394902","https://openalex.org/W2610332124","https://openalex.org/W2618530766","https://openalex.org/W2739340771","https://openalex.org/W2836893327","https://openalex.org/W2892019986","https://openalex.org/W2913340405","https://openalex.org/W2963277051","https://openalex.org/W2997574889","https://openalex.org/W3021875077","https://openalex.org/W4205151433","https://openalex.org/W4252978719","https://openalex.org/W4320013936","https://openalex.org/W6677445481","https://openalex.org/W6681096077","https://openalex.org/W6696761078","https://openalex.org/W6718092244","https://openalex.org/W6727374733"],"related_works":["https://openalex.org/W2371587282","https://openalex.org/W4285338165","https://openalex.org/W3136022019","https://openalex.org/W2376075731","https://openalex.org/W4309487635","https://openalex.org/W2389079420","https://openalex.org/W29490996","https://openalex.org/W2032406302","https://openalex.org/W2385318150","https://openalex.org/W2393085073"],"abstract_inverted_index":{"Acute":[0],"coronary":[1,17],"syndrome":[2,9],"(ACS),":[3],"as":[4,56,179],"an":[5,64],"emergent":[6],"and":[7,25,79,102,134,138,199,211],"severe":[8],"due":[10],"to":[11,60,91,106,113,127,142,189,206,241,262],"decreased":[12],"blood":[13],"flow":[14],"in":[15,75,120],"the":[16,62,76,93,104,111,115,129,144,164,173,196,204,209,243,250],"arteries,":[18],"is":[19,31,66,125,235],"a":[20,57,121,155,180,186,238,258],"leading":[21],"cause":[22],"of":[23,36,69,81,96,118,132,146,158,166,192,216,219,253],"death":[24],"serious":[26],"long-term":[27],"disability":[28],"globally.":[29],"ACS":[30,100,119,133,178,193,220,232],"usually":[32],"caused":[33],"by":[34],"one":[35],"three":[37],"problems:":[38],"ST":[39],"elevation":[40,44],"myocardial":[41,45],"infarction,":[42,46],"non-ST":[43],"or":[47],"unstable":[48],"angina.":[49],"Major":[50],"adverse":[51],"cardiac":[52],"event":[53],"(MACE)":[54],"prediction,":[55],"critical":[58],"tool":[59],"estimate":[61],"likelihood":[63],"individual":[65],"at":[67],"risk":[68],"ACS,":[70],"has":[71],"been":[72],"widely":[73],"adopted":[74],"early":[77],"prevention":[78],"intervention":[80],"ACS.":[82],"Although":[83],"valuable,":[84],"existing":[85],"MACE":[86,97,147,167,175,191,264],"prediction":[87,176,251,265],"models":[88],"are":[89],"designed":[90],"predict":[92,190],"overall":[94],"probability":[95],"occurrence":[98],"for":[99,108,163,177],"patients,":[101],"lack":[103],"ability":[105],"look":[107],"insight":[109],"into":[110,203],"disease":[112],"distinguish":[114],"different":[116,130,197],"subtypes":[117,131],"fine-grained":[122],"manner.":[123],"It":[124],"interesting":[126],"exploit":[128],"mine":[135],"their":[136],"private":[137,212],"shared":[139,210],"underlying":[140],"knowledge":[141],"improve":[143],"performance":[145,252],"prediction.":[148,168],"In":[149,169],"this":[150],"study,":[151],"we":[152,171],"propose":[153],"utilizing":[154],"large":[156],"volume":[157],"heterogeneous":[159],"electronic":[160],"health":[161],"records":[162],"application":[165],"detail,":[170],"address":[172],"multi-subtype-oriented":[174],"multi-task":[181],"learning":[182,202],"(MTL)":[183],"problem,":[184],"present":[185],"MTL-based":[187],"model":[188,205,256],"patients":[194],"with":[195,223],"subtypes,":[198],"incorporate":[200],"adversarial":[201],"alleviate":[207],"both":[208],"latent":[213],"feature":[214],"spaces":[215],"each":[217,224],"subtype":[218],"from":[221,237],"interfering":[222],"other.":[225],"A":[226],"real":[227],"clinical":[228],"dataset":[229],"containing":[230],"2,863":[231],"patient":[233],"samples":[234],"collected":[236],"Chinese":[239],"hospital":[240],"validate":[242],"proposed":[244,255],"model.":[245],"Experimental":[246],"results":[247],"demonstrate":[248],"that":[249],"our":[254],"obtains":[257],"significant":[259],"improvement,":[260],"compared":[261],"single-subtype-oriented":[263],"models.":[266]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
