{"id":"https://openalex.org/W4200008052","doi":"https://doi.org/10.1109/embc46164.2021.9630119","title":"Machine Learning Model for Predicting CVD Risk on NHANES Data","display_name":"Machine Learning Model for Predicting CVD Risk on NHANES Data","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200008052","doi":"https://doi.org/10.1109/embc46164.2021.9630119","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891625"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630119","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-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":null,"display_name":"G. A. Klados","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"G. A. Klados","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":null,"display_name":"K. Politof","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"K. Politof","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":null,"display_name":"E. S. Bei","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"E. S. Bei","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":null,"display_name":"K. Moirogiorgou","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"K. Moirogiorgou","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":null,"display_name":"N. Anousakis-Vlachochristou","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"N. Anousakis-Vlachochristou","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":null,"display_name":"G. K. Matsopoulos","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"G. K. Matsopoulos","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"last","author":{"id":null,"display_name":"M. Zervakis","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"M. Zervakis","raw_affiliation_strings":["School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Hellas","institution_ids":["https://openalex.org/I55741626"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55741626"],"apc_list":null,"apc_paid":null,"fwci":0.3738,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.54385965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"2021","issue":null,"first_page":"1749","last_page":"1752"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.36970001459121704,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.36970001459121704,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.04010000079870224,"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/T11922","display_name":"Cardiovascular Effects of Exercise","score":0.033399999141693115,"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/disease","display_name":"Disease","score":0.5561000108718872},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.35030001401901245},{"id":"https://openalex.org/keywords/cardiovascular-health","display_name":"Cardiovascular health","score":0.3208000063896179},{"id":"https://openalex.org/keywords/alertness","display_name":"Alertness","score":0.31450000405311584},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.2953999936580658},{"id":"https://openalex.org/keywords/cause-of-death","display_name":"Cause of death","score":0.2802000045776367}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6190999746322632},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5561000108718872},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5525000095367432},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5461999773979187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.357699990272522},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.35030001401901245},{"id":"https://openalex.org/C3018284874","wikidata":"https://www.wikidata.org/wiki/Q389735","display_name":"Cardiovascular health","level":3,"score":0.3208000063896179},{"id":"https://openalex.org/C200678441","wikidata":"https://www.wikidata.org/wiki/Q1423044","display_name":"Alertness","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C29374701","wikidata":"https://www.wikidata.org/wiki/Q1931388","display_name":"Cause of death","level":3,"score":0.2802000045776367},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.2759000062942505},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2637999951839447},{"id":"https://openalex.org/C2779874844","wikidata":"https://www.wikidata.org/wiki/Q1967281","display_name":"National Health and Nutrition Examination Survey","level":3,"score":0.26350000500679016},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C2780221984","wikidata":"https://www.wikidata.org/wiki/Q131191","display_name":"Body mass index","level":2,"score":0.25060001015663147}],"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":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","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":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009749","descriptor_name":"Nutrition Surveys","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9630119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630119","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891625","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891625","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":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2066471895","https://openalex.org/W2138188460","https://openalex.org/W2143426320","https://openalex.org/W2339842244","https://openalex.org/W2543376901","https://openalex.org/W2598230946","https://openalex.org/W2766465598","https://openalex.org/W2898023764","https://openalex.org/W2901857397","https://openalex.org/W2957759411","https://openalex.org/W2973458857","https://openalex.org/W2986446268","https://openalex.org/W4230641001","https://openalex.org/W6752043234"],"related_works":[],"abstract_inverted_index":{"Cardiovascular":[0],"disease":[1],"(CVD)":[2],"is":[3,12,65,118],"a":[4,68,93,99],"major":[5],"health":[6,58],"problem":[7],"throughout":[8],"the":[9,13,56,142,150,154,165],"world.":[10],"It":[11],"leading":[14],"cause":[15],"of":[16,45,62,128,159,167],"morbidity":[17],"and":[18,20,35,51,126,148,157],"mortality":[19],"also":[21],"causes":[22],"considerable":[23],"economic":[24],"burden":[25],"to":[26,32,66,83,110,120,163],"society.":[27],"The":[28,60,135],"early":[29],"symptoms":[30],"related":[31],"previous":[33],"observations":[34],"abnormal":[36],"events,":[37],"which":[38],"can":[39,89,145],"be":[40,90,121],"subjectively":[41],"acquired":[42],"by":[43],"self-assessment":[44],"individuals,":[46],"bear":[47],"significant":[48],"clinical":[49,106],"relevance":[50],"are":[52,138],"regularly":[53],"preserved":[54],"in":[55,78,81,102,108,140],"patient's":[57],"record.":[59],"aim":[61],"our":[63],"study":[64],"develop":[67],"machine":[69],"learning":[70],"model":[71,88,144],"based":[72],"on":[73],"selected":[74],"CVD-related":[75],"information":[76],"encompassed":[77],"NHANES":[79],"data":[80,107],"order":[82,109],"assess":[84],"CVD":[85,112,151],"risk.":[86],"This":[87],"used":[91,122],"as":[92,96,98],"screening":[94,125],"tool,":[95],"well":[97],"retrospective":[100],"reference":[101],"association":[103],"with":[104],"current":[105],"improve":[111],"assessment.":[113],"In":[114],"this":[115],"form":[116],"it":[117],"planned":[119],"for":[123,153],"mass":[124],"evaluation":[127],"young":[129],"adults":[130],"entering":[131],"their":[132],"army":[133],"service.":[134],"experimental":[136],"results":[137],"promising":[139],"that":[141],"proposed":[143],"effectively":[146],"complement":[147],"support":[149],"prediction":[152],"timely":[155],"alertness":[156],"control":[158],"cardiovascular":[160],"problems":[161],"aiming":[162],"prevent":[164],"occurrence":[166],"serious":[168],"cardiac":[169],"events.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2021-12-31T00:00:00"}