{"id":"https://openalex.org/W2985642462","doi":"https://doi.org/10.1007/s11517-019-02052-4","title":"Regularized logistic regression for obstructive sleep apnea screening during wakefulness using daytime tracheal breathing sounds and anthropometric information","display_name":"Regularized logistic regression for obstructive sleep apnea screening during wakefulness using daytime tracheal breathing sounds and anthropometric information","publication_year":2019,"publication_date":"2019-11-06","ids":{"openalex":"https://openalex.org/W2985642462","doi":"https://doi.org/10.1007/s11517-019-02052-4","mag":"2985642462","pmid":"https://pubmed.ncbi.nlm.nih.gov/31696438"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-019-02052-4","doi":"https://doi.org/10.1007/s11517-019-02052-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-019-02052-4","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},"volume":null,"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/A5091896940","display_name":"Farahnaz Hajipour","orcid":"https://orcid.org/0000-0002-5531-757X","observed_orcids":["https://orcid.org/0000-0002-5531-757X"]},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Farahnaz Hajipour","raw_affiliation_strings":["Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043200227","display_name":"Mohammad Jafari Jozani","orcid":"https://orcid.org/0000-0002-2147-6337","observed_orcids":["https://orcid.org/0000-0002-2147-6337"]},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammad Jafari Jozani","raw_affiliation_strings":["Dept of Statistics, University of Manitoba, Winnipeg, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Statistics, University of Manitoba, Winnipeg, Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073219107","display_name":"Ahmed Elwali","orcid":"https://orcid.org/0000-0003-0254-1022","observed_orcids":["https://orcid.org/0000-0003-0254-1022"]},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmed Elwali","raw_affiliation_strings":["Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024571407","display_name":"Zahra Moussavi","orcid":"https://orcid.org/0000-0001-9202-949X","observed_orcids":["https://orcid.org/0000-0001-9202-949X"]},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Zahra Moussavi","raw_affiliation_strings":["Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada. Zahra.Moussavi@umanitoba.ca","Electrical and Computer Engineering Department, University of Manitoba, Winnipeg, Canada. Zahra.Moussavi@umanitoba.ca","Electrical and Computer Engineering Department, University of Manitoba, Winnipeg, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9202-949X","affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, University of Manitoba, Winnipeg, Canada. Zahra.Moussavi@umanitoba.ca","institution_ids":["https://openalex.org/I46247651"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of Manitoba, Winnipeg, Canada. Zahra.Moussavi@umanitoba.ca","institution_ids":["https://openalex.org/I46247651"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of Manitoba, Winnipeg, Canada","institution_ids":["https://openalex.org/I46247651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5024571407"],"corresponding_institution_ids":["https://openalex.org/I46247651"],"apc_list":{"value":3140,"currency":"USD","value_usd":3140},"apc_paid":null,"fwci":0.6834,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.70918565,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"57","issue":"12","first_page":"2641","last_page":"2655"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.005499999970197678,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"obstructive sleep apnea","score":0.9940000176429749},{"id":"https://openalex.org/keywords/osa-screening","display_name":"OSA screening","score":0.8759999871253967},{"id":"https://openalex.org/keywords/lasso-feature-selection","display_name":"LASSO feature selection","score":0.8050000071525574},{"id":"https://openalex.org/keywords/power-spectrum-features","display_name":"power spectrum features","score":0.5600000023841858},{"id":"https://openalex.org/keywords/non-invasive-diagnosis","display_name":"non-invasive diagnosis","score":0.550000011920929},{"id":"https://openalex.org/keywords/regularized-logistic-regression","display_name":"regularized logistic regression","score":0.8299999833106995}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.700581431388855},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6701419353485107},{"id":"https://openalex.org/C61427482","wikidata":"https://www.wikidata.org/wiki/Q6656244","display_name":"Anthropometry","level":2,"score":0.6138192415237427},{"id":"https://openalex.org/C2776164194","wikidata":"https://www.wikidata.org/wiki/Q2501440","display_name":"Expiration","level":3,"score":0.5962641835212708},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.5918154120445251},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.5773922801017761},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.569595456123352},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.552116870880127},{"id":"https://openalex.org/C2779320081","wikidata":"https://www.wikidata.org/wiki/Q246710","display_name":"Wakefulness","level":3,"score":0.5002107620239258},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4973964989185333},{"id":"https://openalex.org/C39300077","wikidata":"https://www.wikidata.org/wiki/Q9530","display_name":"Breathing","level":2,"score":0.4751555621623993},{"id":"https://openalex.org/C2777711342","wikidata":"https://www.wikidata.org/wiki/Q957217","display_name":"Hypopnea","level":4,"score":0.4660103917121887},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.45468971133232117},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.43545112013816833},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.42741072177886963},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.2949187159538269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2777174115180969},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2733951210975647},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.2416360080242157},{"id":"https://openalex.org/C534529494","wikidata":"https://www.wikidata.org/wiki/Q7891","display_name":"Respiratory system","level":2,"score":0.21537575125694275},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19299554824829102},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.1465195119380951},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000886","descriptor_name":"Anthropometry","qualifier_ui":"Q000379","qualifier_name":"methods","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":"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":"D009666","descriptor_name":"Nose","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012119","descriptor_name":"Respiration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012135","descriptor_name":"Respiratory Sounds","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014132","descriptor_name":"Trachea","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1007/s11517-019-02052-4","doi":"https://doi.org/10.1007/s11517-019-02052-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-019-02052-4","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},{"id":"pmid:31696438","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31696438","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,"listed_in":[],"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":"Medical & biological engineering & computing","raw_type":"Journal Article"},{"id":"pmh:oai:mspace.lib.umanitoba.ca:1993/35368","doi":null,"is_oa":false,"landing_page_url":"https://doi-org.uml.idm.oclc.org/10.1007/s11517-020-02206-9","pdf_url":null,"source":{"id":"https://openalex.org/S4306400554","display_name":"Mspace (University of Manitoba)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I46247651","host_organization_name":"University of Manitoba","host_organization_lineage":["https://openalex.org/I46247651"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoral thesis"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.98580002784729}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2776356866","display_name":null,"funder_award_id":"RGPIN-2017-05484","funder_id":"https://openalex.org/F4320321487","funder_display_name":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320321487","display_name":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W158989557","https://openalex.org/W180111622","https://openalex.org/W1480376833","https://openalex.org/W1523985187","https://openalex.org/W1976251971","https://openalex.org/W1981691121","https://openalex.org/W1984921150","https://openalex.org/W1992989082","https://openalex.org/W2001487636","https://openalex.org/W2002316925","https://openalex.org/W2012802055","https://openalex.org/W2054954926","https://openalex.org/W2055219820","https://openalex.org/W2059931263","https://openalex.org/W2074922434","https://openalex.org/W2099107563","https://openalex.org/W2108180331","https://openalex.org/W2108241504","https://openalex.org/W2110420875","https://openalex.org/W2118423837","https://openalex.org/W2119862467","https://openalex.org/W2120086528","https://openalex.org/W2136775456","https://openalex.org/W2140778595","https://openalex.org/W2144194006","https://openalex.org/W2147998456","https://openalex.org/W2148687419","https://openalex.org/W2149407525","https://openalex.org/W2155589957","https://openalex.org/W2162659138","https://openalex.org/W2176977339","https://openalex.org/W2201045480","https://openalex.org/W2327109843","https://openalex.org/W2329645723","https://openalex.org/W2409393560","https://openalex.org/W2483520518","https://openalex.org/W2496911238","https://openalex.org/W2513696872","https://openalex.org/W2528222427","https://openalex.org/W2549047171","https://openalex.org/W2606631060","https://openalex.org/W2787894218","https://openalex.org/W2802040817","https://openalex.org/W3003843469","https://openalex.org/W3014126386","https://openalex.org/W4294830572","https://openalex.org/W6601659037"],"related_works":["https://openalex.org/W2964358557","https://openalex.org/W3049704679","https://openalex.org/W2513696872","https://openalex.org/W2183650327","https://openalex.org/W2950559066","https://openalex.org/W6922622099","https://openalex.org/W7126087234","https://openalex.org/W4415047222","https://openalex.org/W7126426853","https://openalex.org/W2800505343"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2019-11-22T00:00:00"}
