{"id":"https://openalex.org/W4399472168","doi":"https://doi.org/10.24107/ijeas.1380819","title":"Early Diagnoses of Acute Coroner Syndrome Based on Machine Learning Model","display_name":"Early Diagnoses of Acute Coroner Syndrome Based on Machine Learning Model","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4399472168","doi":"https://doi.org/10.24107/ijeas.1380819"},"language":"en","primary_location":{"id":"doi:10.24107/ijeas.1380819","doi":"https://doi.org/10.24107/ijeas.1380819","is_oa":true,"landing_page_url":"https://doi.org/10.24107/ijeas.1380819","pdf_url":"https://dergipark.org.tr/en/download/article-file/3495056","source":{"id":"https://openalex.org/S4210219864","display_name":"International Journal Of Engineering & Applied Sciences","issn_l":"1309-0267","issn":["1309-0267","1309-7997"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310318356","host_organization_name":"Akdeniz University","host_organization_lineage":["https://openalex.org/P4310318356"],"host_organization_lineage_names":["Akdeniz University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering and Applied Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/en/download/article-file/3495056","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099066793","display_name":"Umut Utku Tiryaki","orcid":"https://orcid.org/0009-0000-5028-0782","observed_orcids":["https://orcid.org/0009-0000-5028-0782"]},"institutions":[{"id":"https://openalex.org/I46464968","display_name":"Karamano\u011flu Mehmetbey University","ror":"https://ror.org/037vvf096","country_code":"TR","type":"education","lineage":["https://openalex.org/I46464968"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Umut Utku Tiryaki","raw_affiliation_strings":["KARAMANOGLU MEHMETBEY UNIVERSITY"],"raw_orcid":"https://orcid.org/0009-0000-5028-0782","affiliations":[{"raw_affiliation_string":"KARAMANOGLU MEHMETBEY UNIVERSITY","institution_ids":["https://openalex.org/I46464968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078845256","display_name":"G\u00fcl Karaduman","orcid":"https://orcid.org/0000-0002-2776-759X","observed_orcids":["https://orcid.org/0000-0002-2776-759X"]},"institutions":[{"id":"https://openalex.org/I46464968","display_name":"Karamano\u011flu Mehmetbey University","ror":"https://ror.org/037vvf096","country_code":"TR","type":"education","lineage":["https://openalex.org/I46464968"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"G\u00fcl Karaduman","raw_affiliation_strings":["KARAMANO\u011eLU MEHMETBEY \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":"https://orcid.org/0000-0002-2776-759X","affiliations":[{"raw_affiliation_string":"KARAMANO\u011eLU MEHMETBEY \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I46464968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076953123","display_name":"Sare Nur \u00c7uhadar","orcid":"https://orcid.org/0000-0003-4461-877X","observed_orcids":["https://orcid.org/0000-0003-4461-877X"]},"institutions":[{"id":"https://openalex.org/I46464968","display_name":"Karamano\u011flu Mehmetbey University","ror":"https://ror.org/037vvf096","country_code":"TR","type":"education","lineage":["https://openalex.org/I46464968"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sare Nur Cuhadar","raw_affiliation_strings":["KARAMANOGLU MEHMETBEY UNIVERSITY"],"raw_orcid":"https://orcid.org/0000-0003-4461-877X","affiliations":[{"raw_affiliation_string":"KARAMANOGLU MEHMETBEY UNIVERSITY","institution_ids":["https://openalex.org/I46464968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093623482","display_name":"Ahmet Uyanik","orcid":"https://orcid.org/0000-0001-5037-1019","observed_orcids":["https://orcid.org/0000-0001-5037-1019"]},"institutions":[{"id":"https://openalex.org/I4405260276","display_name":"Konya Meram State Hospital","ror":"https://ror.org/03gwg9503","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4405260276"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ahmet Uyanik","raw_affiliation_strings":["Konya Meram State Hospital"],"raw_orcid":"https://orcid.org/0000-0001-5037-1019","affiliations":[{"raw_affiliation_string":"Konya Meram State Hospital","institution_ids":["https://openalex.org/I4405260276"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004121316","display_name":"Habibe Durmaz","orcid":"https://orcid.org/0000-0002-5929-861X","observed_orcids":["https://orcid.org/0000-0002-5929-861X"]},"institutions":[{"id":"https://openalex.org/I46464968","display_name":"Karamano\u011flu Mehmetbey University","ror":"https://ror.org/037vvf096","country_code":"TR","type":"education","lineage":["https://openalex.org/I46464968"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Habibe Durmaz","raw_affiliation_strings":["KARAMANOGLU MEHMETBEY UNIVERSITY"],"raw_orcid":"https://orcid.org/0000-0002-5929-861X","affiliations":[{"raw_affiliation_string":"KARAMANOGLU MEHMETBEY UNIVERSITY","institution_ids":["https://openalex.org/I46464968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5004121316"],"corresponding_institution_ids":["https://openalex.org/I46464968"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07681941,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"1","first_page":"16","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":1.0,"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":1.0,"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":0.0,"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/T10292","display_name":"Acute Myocardial Infarction Research","score":0.0,"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/acute-coronary-syndrome","display_name":"acute coronary syndrome","score":1.0},{"id":"https://openalex.org/keywords/early-diagnosis","display_name":"early diagnosis","score":0.9449999928474426},{"id":"https://openalex.org/keywords/cardiovascular-disease","display_name":"cardiovascular disease","score":0.6039999723434448},{"id":"https://openalex.org/keywords/risk-prediction","display_name":"risk prediction","score":0.6209999918937683},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7549999952316284},{"id":"https://openalex.org/keywords/ck-mb","display_name":"CK-MB","score":0.8629999756813049},{"id":"https://openalex.org/keywords/troponin-t","display_name":"troponin T","score":0.9980000257492065},{"id":"https://openalex.org/keywords/coronary-artery-disease","display_name":"coronary artery disease","score":0.9929999709129333},{"id":"https://openalex.org/keywords/machine-learning-classification","display_name":"machine learning classification","score":0.49399998784065247},{"id":"https://openalex.org/keywords/low-resource-healthcare","display_name":"low-resource healthcare","score":0.4860000014305115}],"concepts":[{"id":"https://openalex.org/C2777698277","wikidata":"https://www.wikidata.org/wiki/Q266018","display_name":"Acute coronary syndrome","level":3,"score":0.6898379921913147},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.6545540690422058},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6160557866096497},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5673383474349976},{"id":"https://openalex.org/C2778213512","wikidata":"https://www.wikidata.org/wiki/Q844935","display_name":"Coronary artery disease","level":2,"score":0.49813318252563477},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44941577315330505},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.41180047392845154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39962148666381836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3477036654949188},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3419167399406433},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3222607970237732},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.15075165033340454},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.24107/ijeas.1380819","doi":"https://doi.org/10.24107/ijeas.1380819","is_oa":true,"landing_page_url":"https://doi.org/10.24107/ijeas.1380819","pdf_url":"https://dergipark.org.tr/en/download/article-file/3495056","source":{"id":"https://openalex.org/S4210219864","display_name":"International Journal Of Engineering & Applied Sciences","issn_l":"1309-0267","issn":["1309-0267","1309-7997"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310318356","host_organization_name":"Akdeniz University","host_organization_lineage":["https://openalex.org/P4310318356"],"host_organization_lineage_names":["Akdeniz University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering and Applied Sciences","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1380819","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/ijeas/issue/85034/1380819","pdf_url":"https://dergipark.org.tr/tr/download/article-file/3495056","source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Engineering and Applied Sciences","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.24107/ijeas.1380819","doi":"https://doi.org/10.24107/ijeas.1380819","is_oa":true,"landing_page_url":"https://doi.org/10.24107/ijeas.1380819","pdf_url":"https://dergipark.org.tr/en/download/article-file/3495056","source":{"id":"https://openalex.org/S4210219864","display_name":"International Journal Of Engineering & Applied Sciences","issn_l":"1309-0267","issn":["1309-0267","1309-7997"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310318356","host_organization_name":"Akdeniz University","host_organization_lineage":["https://openalex.org/P4310318356"],"host_organization_lineage_names":["Akdeniz University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Engineering and Applied Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399472168.pdf","grobid_xml":"https://content.openalex.org/works/W4399472168.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1031902422","https://openalex.org/W1586769734","https://openalex.org/W1774118966","https://openalex.org/W1912798802","https://openalex.org/W1982969737","https://openalex.org/W1986783669","https://openalex.org/W2054515896","https://openalex.org/W2058977087","https://openalex.org/W2071086392","https://openalex.org/W2072797226","https://openalex.org/W2073835313","https://openalex.org/W2076031348","https://openalex.org/W2080471069","https://openalex.org/W2093977794","https://openalex.org/W2098002403","https://openalex.org/W2115827521","https://openalex.org/W2142108969","https://openalex.org/W2143954917","https://openalex.org/W2150270556","https://openalex.org/W2169405523","https://openalex.org/W2204863787","https://openalex.org/W2316599968","https://openalex.org/W2331274940","https://openalex.org/W2343999414","https://openalex.org/W2473172286","https://openalex.org/W2559837976","https://openalex.org/W2810191057","https://openalex.org/W2836893327","https://openalex.org/W2895252159","https://openalex.org/W2913604010","https://openalex.org/W2914864795","https://openalex.org/W2975284020","https://openalex.org/W2999071858","https://openalex.org/W3021438309","https://openalex.org/W3121978373","https://openalex.org/W3169724036","https://openalex.org/W3207207543","https://openalex.org/W4200566603","https://openalex.org/W4206271482","https://openalex.org/W4226415810","https://openalex.org/W4230870013","https://openalex.org/W4281622947","https://openalex.org/W4292616422","https://openalex.org/W4323275279","https://openalex.org/W4366602650","https://openalex.org/W4376105073"],"related_works":["https://openalex.org/W4413208308","https://openalex.org/W4412537230","https://openalex.org/W4401931353","https://openalex.org/W1775899018","https://openalex.org/W6986976164","https://openalex.org/W2975737085","https://openalex.org/W4407246088","https://openalex.org/W4293255508","https://openalex.org/W4386365447","https://openalex.org/W1586271008"],"abstract_inverted_index":{"Cardiovascular":[0],"diseases":[1],"are":[2],"a":[3],"leading":[4],"global":[5],"cause":[6],"of":[7,19],"death,":[8],"particularly":[9],"in":[10,117],"low":[11],"to":[12,29,39,59],"middle-income":[13],"countries.":[14],"Early":[15],"and":[16,66,75,94,110,127,136],"accurate":[17],"diagnosis":[18,103],"Acute":[20],"Coronary":[21],"Syndrome":[22],"(ACS)":[23],"is":[24],"vital,":[25],"but":[26],"limited":[27],"access":[28],"healthcare":[30,129],"hinders":[31],"effective":[32],"management.":[33],"This":[34],"study":[35,119],"utilized":[36],"machine":[37],"learning":[38],"develop":[40],"mathematical":[41],"models":[42,62,115],"for":[43,79,91,96,101],"ACS":[44,52,102],"risk":[45],"detection.":[46],"Data":[47],"from":[48],"249":[49],"individuals":[50],"with":[51,63],"or":[53],"suspected":[54],"heart":[55],"disease":[56],"were":[57,77,104],"used":[58],"construct":[60],"twelve":[61],"different":[64],"parameters":[65],"classifiers.":[67],"Performance":[68],"indicators,":[69],"including":[70],"accuracy,":[71],"Matthews":[72],"correlation":[73],"coefficient,":[74],"precision,":[76],"employed":[78],"evaluation.":[80],"The":[81,114],"Random":[82],"Forest":[83],"classifier":[84],"demonstrated":[85],"superior":[86],"performance,":[87],"achieving":[88],"90.45%":[89],"accuracy":[90],"internal":[92],"validation":[93],"86%":[95],"external":[97],"validation.":[98],"Critical":[99],"criteria":[100],"CK-MB,":[105],"age,":[106],"coronary":[107],"artery":[108],"disease,":[109],"Troponin":[111],"T":[112],"value.":[113],"developed":[116],"this":[118],"significantly":[120],"prevent":[121],"potential":[122],"deaths":[123],"via":[124],"rapid":[125],"intervention":[126],"reduce":[128],"expenditures":[130],"by":[131],"minimizing":[132],"unnecessary":[133],"human":[134],"resources":[135],"repeat":[137],"tests.":[138]},"counts_by_year":[],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2024-06-10T00:00:00"}
