{"id":"https://openalex.org/W4376114933","doi":"https://doi.org/10.3233/shti230006","title":"Machine Learning Based Risk Prediction for Major Adverse Cardiovascular Events for ELGA-Authorized Clinics1","display_name":"Machine Learning Based Risk Prediction for Major Adverse Cardiovascular Events for ELGA-Authorized Clinics1","publication_year":2023,"publication_date":"2023-05-02","ids":{"openalex":"https://openalex.org/W4376114933","doi":"https://doi.org/10.3233/shti230006","pmid":"https://pubmed.ncbi.nlm.nih.gov/37172147"},"language":"en","primary_location":{"id":"doi:10.3233/shti230006","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230006","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230006","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230006","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026516324","display_name":"Seda Polat Erdeniz","orcid":"https://orcid.org/0009-0006-5106-3986"},"institutions":[{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]},{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Seda Polat Erdeniz","raw_affiliation_strings":["Graz University of Technology, Graz, Austria","Medical University of Graz, Graz, Austria","Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Medical University of Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]},{"raw_affiliation_string":"Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064589865","display_name":"Diether Kramer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Diether Kramer","raw_affiliation_strings":["Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067996354","display_name":"Michael Schrempf","orcid":null},"institutions":[{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Michael Schrempf","raw_affiliation_strings":["Medical University of Graz, Graz, Austria","Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]},{"raw_affiliation_string":"Steierm\u00e4rkische Krankenanstaltengesellschaft m. b. H., Graz, Austria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031315514","display_name":"Peter P. Rainer","orcid":"https://orcid.org/0000-0002-2840-6454"},"institutions":[{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Peter P. Rainer","raw_affiliation_strings":["Medical University of Graz, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033783997","display_name":"Alexander Felfernig","orcid":"https://orcid.org/0000-0003-0108-3146"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Alexander Felfernig","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022875619","display_name":"Trang Tran","orcid":"https://orcid.org/0009-0001-7551-4343"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Trang N.T. Tran","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091919059","display_name":"Tamim Burgstaller","orcid":"https://orcid.org/0009-0007-4522-8497"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Tamim Burgstaller","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040617592","display_name":"Sebastian Lubos","orcid":"https://orcid.org/0000-0002-5024-3786"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sebastian Lubos","raw_affiliation_strings":["Graz University of Technology, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1577,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.89573972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"301","issue":null,"first_page":"20","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.3458999991416931,"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":0.3458999991416931,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.16619999706745148,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.08129999786615372,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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":0.579720139503479},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5054633617401123},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49392110109329224},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.434059739112854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43041175603866577},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4238992929458618},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3433097004890442}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.579720139503479},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5054633617401123},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49392110109329224},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.434059739112854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43041175603866577},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4238992929458618},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3433097004890442},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","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}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti230006","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230006","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230006","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37172147","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37172147","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti230006","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230006","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230006","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5799999833106995}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325582","display_name":"Karl-Franzens-Universit\u00e4t Graz","ror":"https://ror.org/01faaaf77"},{"id":"https://openalex.org/F4320326239","display_name":"Medizinische Universit\u00e4t Graz","ror":"https://ror.org/02n0bts35"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4376114933.pdf","grobid_xml":"https://content.openalex.org/works/W4376114933.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1716347075","https://openalex.org/W2165748167","https://openalex.org/W2314507420","https://openalex.org/W2322367533","https://openalex.org/W2328176404","https://openalex.org/W4280563800","https://openalex.org/W4294218623"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4205958290","https://openalex.org/W3004279327"],"abstract_inverted_index":{"BACKGROUND:":[0],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"has":[4],"had":[5],"an":[6,71],"important":[7],"impact":[8],"on":[9,75,84,103,119],"many":[10],"industries":[11],"as":[12,14,25],"well":[13],"the":[15,76,144,154,164,174,183,187],"field":[16],"of":[17,58,65,78,122,134,186],"medical":[18,50],"diagnostics.":[19],"In":[20,91,139],"healthcare,":[21],"AI":[22],"techniques":[23],"such":[24],"case-based":[26],"reasoning":[27],"and":[28,81,128,179],"data":[29,77,96,101,107,121,156,175],"driven":[30],"machine":[31],"learning":[32],"(ML)":[33],"algorithms":[34],"have":[35,87,161],"been":[36],"used":[37,47],"to":[38,48,98,163],"support":[39],"decision-making":[40],"processes":[41],"for":[42,108,112,147,193],"complex":[43],"tasks.":[44],"This":[45],"is":[46,61,191],"assist":[49],"professionals":[51],"in":[52,137],"making":[53],"clinical":[54],"decisions.":[55],"A":[56],"way":[57],"supporting":[59],"clinicians":[60],"providing":[62],"predicted":[63],"prognoses":[64],"various":[66],"ML":[67,72],"models.":[68],"OBJECTIVES:":[69],"Training":[70],"model":[73,111,146],"based":[74],"a":[79,104,110],"hospital":[80,86],"using":[82,153],"it":[83],"another":[85,113,194],"some":[88],"challenges.":[89],"METHODS:":[90],"this":[92,140],"research,":[93],"we":[94,142,158,170],"applied":[95,117],"analysis":[97],"discover":[99],"required":[100],"filters":[102],"hospital's":[105],"EHR":[106],"training":[109],"hospital.":[114],"RESULTS:":[115],"We":[116],"experiments":[118],"real-world":[120],"ELGA":[123,166],"(Austrian":[124],"health":[125,150],"record":[126],"system)":[127],"KAGes":[129,155],"(a":[130],"public":[131],"healthcare":[132],"provider":[133],"20+":[135],"hospitals":[136],"Austria).":[138],"scenario,":[141],"train":[143],"prediction":[145,188],"ELGA-":[148],"authorized":[149],"service":[151],"providers":[152],"since":[157],"do":[159],"not":[160],"access":[162],"complete":[165],"data.":[167],"CONCLUSION:":[168],"Finally,":[169],"observed":[171],"that":[172],"filtering":[173],"with":[176],"both":[177],"feature":[178],"value":[180],"selection":[181],"increases":[182],"classification":[184],"performance":[185],"model,":[189],"which":[190],"trained":[192],"system.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
