{"id":"https://openalex.org/W4405490158","doi":"https://doi.org/10.1109/embc53108.2024.10782432","title":"Predicting Diabetes in Canadian Adults Using Machine Learning","display_name":"Predicting Diabetes in Canadian Adults Using Machine Learning","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405490158","doi":"https://doi.org/10.1109/embc53108.2024.10782432","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039301"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782432","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782432","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and 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":"https://openalex.org/A5104239168","display_name":"Kayla Esser","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Kayla Esser","raw_affiliation_strings":["University of Toronto,Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114124485","display_name":"Monica Duong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Monica Duong","raw_affiliation_strings":["University of Toronto,Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104239169","display_name":"Khalil Kain","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Khalil Kain","raw_affiliation_strings":["University of Toronto,Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008915336","display_name":"Son N. Tran","orcid":"https://orcid.org/0000-0002-5912-293X"},"institutions":[{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Son Tran","raw_affiliation_strings":["University of Toronto,Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110298495","display_name":"Aryan Sadeghi","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aryan Sadeghi","raw_affiliation_strings":["University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055751982","display_name":"Aziz Guergachi","orcid":"https://orcid.org/0000-0001-9785-9097"},"institutions":[{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aziz Guergachi","raw_affiliation_strings":["University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037765390","display_name":"Karim Keshavjee","orcid":"https://orcid.org/0000-0003-1317-7035"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Karim Keshavjee","raw_affiliation_strings":["University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047810221","display_name":"Mohammad Noaeen","orcid":"https://orcid.org/0000-0002-2993-6393"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammad Noaeen","raw_affiliation_strings":["University of Toronto,Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080035133","display_name":"Zahra Shakeri","orcid":"https://orcid.org/0000-0002-3178-2813"},"institutions":[{"id":"https://openalex.org/I4210125326","display_name":"Public Health Ontario","ror":"https://ror.org/025z8ah66","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I4210125326"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zahra Shakeri","raw_affiliation_strings":["University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health,Canada","institution_ids":["https://openalex.org/I4210125326","https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5104239168"],"corresponding_institution_ids":["https://openalex.org/I185261750","https://openalex.org/I4210125326"],"apc_list":null,"apc_paid":null,"fwci":2.1741,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.90880756,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9983999729156494,"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":0.9983999729156494,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.989799976348877,"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/T10560","display_name":"Diabetes Management and Research","score":0.9214000105857849,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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":0.5606353282928467},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.5025885105133057},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44825100898742676},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4127580523490906},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18603095412254333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5606353282928467},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5025885105133057},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44825100898742676},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4127580523490906},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18603095412254333},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"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":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","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":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782432","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782432","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039301","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039301","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2099917767","https://openalex.org/W2168376827","https://openalex.org/W2765545378","https://openalex.org/W2972869264","https://openalex.org/W2981121978","https://openalex.org/W2987589037","https://openalex.org/W3014522558","https://openalex.org/W3083610965","https://openalex.org/W3096909987","https://openalex.org/W3117705485","https://openalex.org/W3173796935","https://openalex.org/W4200353185","https://openalex.org/W4223646140","https://openalex.org/W4297225617","https://openalex.org/W4312198046","https://openalex.org/W4376868102","https://openalex.org/W4391618281","https://openalex.org/W4405489011","https://openalex.org/W4405489189","https://openalex.org/W6861410867"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Rising":[0],"diabetes":[1,16,40],"rates":[2],"have":[3],"led":[4],"to":[5,26,51,81,119,132,140,151],"increased":[6],"healthcare":[7,134,164],"costs":[8],"and":[9,21,30,73,75,126,139,162],"health":[10,160],"complications.":[11],"An":[12],"estimated":[13],"half":[14],"of":[15,38,85,105,112,154],"cases":[17],"remain":[18],"undiagnosed.":[19],"Early":[20],"accurate":[22],"diagnosis":[23,138],"is":[24],"crucial":[25],"mitigate":[27],"disease":[28],"progression":[29],"associated":[31],"risks.":[32],"This":[33,148],"study":[34,149],"addresses":[35],"the":[36,57,83,107],"challenge":[37],"predicting":[39,97],"prevalence":[41],"in":[42,96,136],"Canadian":[43,58],"adults":[44],"by":[45],"employing":[46],"machine":[47],"learning":[48],"(ML)":[49],"techniques":[50],"primary":[52],"care":[53],"data.":[54],"We":[55,99],"leveraged":[56],"Primary":[59],"Care":[60],"Sentinel":[61],"Surveillance":[62],"Network":[63],"(CPCSSN),":[64],"Canada's":[65],"premier":[66],"multi-disease":[67],"electronic":[68],"medical":[69],"record":[70],"surveillance":[71],"system,":[72],"developed":[74],"validated":[76],"seven":[77],"ML":[78,156],"classification":[79],"models":[80,88],"predict":[82],"likelihood":[84],"diabetes.":[86,98],"The":[87,114],"were":[89,122],"trained":[90],"on":[91],"clinical":[92],"patient":[93,143],"characteristics":[94,144],"influential":[95],"found":[100],"XGBoost":[101],"performed":[102],"best":[103],"out":[104],"all":[106],"models,":[108],"with":[109],"an":[110,152],"AUC":[111],"92%.":[113],"most":[115],"important":[116],"features":[117],"contributing":[118],"model":[120],"prediction":[121],"HbA1c":[123],"level,":[124],"LDL,":[125],"hypertension":[127],"medication.":[128],"Our":[129],"research":[130],"aims":[131],"aid":[133],"professionals":[135],"early":[137],"identify":[141],"key":[142],"for":[145],"targeted":[146],"interventions.":[147],"contributes":[150],"understanding":[153],"how":[155],"can":[157],"enhance":[158],"public":[159],"planning":[161],"reduce":[163],"system":[165],"burdens.":[166]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
