{"id":"https://openalex.org/W2117245153","doi":"https://doi.org/10.1109/tbme.2010.2100096","title":"Automatic Detection of Obstructive Sleep Apnea Using Speech Signals","display_name":"Automatic Detection of Obstructive Sleep Apnea Using Speech Signals","publication_year":2010,"publication_date":"2010-12-22","ids":{"openalex":"https://openalex.org/W2117245153","doi":"https://doi.org/10.1109/tbme.2010.2100096","mag":"2117245153","pmid":"https://pubmed.ncbi.nlm.nih.gov/21172747"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2010.2100096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2010.2100096","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-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/A5076621382","display_name":"E. I. Gol\u2019dshtein","orcid":null},"institutions":[{"id":"https://openalex.org/I276601970","display_name":"Zoetis (United States)","ror":"https://ror.org/03k2dnh74","country_code":"US","type":"company","lineage":["https://openalex.org/I276601970"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"E Goldshtein","raw_affiliation_strings":["BlueLibris, Inc., Menlo Park, CA 94026, USA. evgeniag@bgu.ac.il","BlueLibris, Inc., Menlo Park, CA, USA"],"affiliations":[{"raw_affiliation_string":"BlueLibris, Inc., Menlo Park, CA 94026, USA. evgeniag@bgu.ac.il","institution_ids":["https://openalex.org/I276601970"]},{"raw_affiliation_string":"BlueLibris, Inc., Menlo Park, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008434856","display_name":"Ariel Tarasiuk","orcid":null},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"A Tarasiuk","raw_affiliation_strings":["Sleep-Wake Disorders Unit, and Department of Physiology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beersheba, Israel","Dept. of Physiol., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Sleep-Wake Disorders Unit, and Department of Physiology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beersheba, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"Dept. of Physiol., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042747452","display_name":"Yaniv Zigel","orcid":"https://orcid.org/0000-0002-1994-4242"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Y Zigel","raw_affiliation_strings":["Department of Biomedical Engineering, Faculty of Engineering, Ben-Gurion University of the Negev, Beersheba, Israel","Dept. of Biomed. Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Faculty of Engineering, Ben-Gurion University of the Negev, Beersheba, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"Dept. of Biomed. Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5076621382"],"corresponding_institution_ids":["https://openalex.org/I276601970"],"apc_list":null,"apc_paid":null,"fwci":1.3649,"has_fulltext":false,"cited_by_count":87,"citation_normalized_percentile":{"value":0.80467953,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"58","issue":"5","first_page":"1373","last_page":"1382"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":1.0,"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":1.0,"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/T10863","display_name":"Voice and Speech Disorders","score":0.9977999925613403,"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/T10860","display_name":"Speech and Audio Processing","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"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":0.879467248916626},{"id":"https://openalex.org/keywords/vocal-tract","display_name":"Vocal tract","score":0.7133253216743469},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.6964871883392334},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.610008180141449},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.4794382154941559},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.4674219787120819},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.45841264724731445},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44095537066459656},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.4346712827682495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3484117090702057},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.3171631097793579},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.18070045113563538},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.14813151955604553}],"concepts":[{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.879467248916626},{"id":"https://openalex.org/C47401133","wikidata":"https://www.wikidata.org/wiki/Q748953","display_name":"Vocal tract","level":2,"score":0.7133253216743469},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.6964871883392334},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.610008180141449},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.4794382154941559},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.4674219787120819},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.45841264724731445},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44095537066459656},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.4346712827682495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3484117090702057},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.3171631097793579},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.18070045113563538},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.14813151955604553},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"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":"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":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013018","descriptor_name":"Sound Spectrography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013018","descriptor_name":"Sound Spectrography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013018","descriptor_name":"Sound Spectrography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013061","descriptor_name":"Speech Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013061","descriptor_name":"Speech Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013061","descriptor_name":"Speech Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2010.2100096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2010.2100096","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:21172747","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/21172747","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":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6100000143051147,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W176898517","https://openalex.org/W188147977","https://openalex.org/W1493163583","https://openalex.org/W1560013842","https://openalex.org/W1605353467","https://openalex.org/W1940093498","https://openalex.org/W1988216097","https://openalex.org/W2008353982","https://openalex.org/W2014915963","https://openalex.org/W2027379664","https://openalex.org/W2048834387","https://openalex.org/W2055220502","https://openalex.org/W2058615313","https://openalex.org/W2067809581","https://openalex.org/W2078953162","https://openalex.org/W2081625740","https://openalex.org/W2082374422","https://openalex.org/W2085335140","https://openalex.org/W2091382635","https://openalex.org/W2101679843","https://openalex.org/W2110392754","https://openalex.org/W2123838014","https://openalex.org/W2124052130","https://openalex.org/W2132549764","https://openalex.org/W2134405674","https://openalex.org/W2135346934","https://openalex.org/W2136619654","https://openalex.org/W2142864756","https://openalex.org/W2155758218","https://openalex.org/W2157276387","https://openalex.org/W2160536173","https://openalex.org/W2165880886","https://openalex.org/W2171175214","https://openalex.org/W2299920990","https://openalex.org/W2396760804","https://openalex.org/W2404893193","https://openalex.org/W2471195096","https://openalex.org/W2778716599","https://openalex.org/W3023775830","https://openalex.org/W3145246212","https://openalex.org/W4244494905","https://openalex.org/W6657468310","https://openalex.org/W6683542376"],"related_works":["https://openalex.org/W2985785409","https://openalex.org/W2037309944","https://openalex.org/W2322198899","https://openalex.org/W1481679924","https://openalex.org/W2268943783","https://openalex.org/W2359190987","https://openalex.org/W2933756203","https://openalex.org/W2334628610","https://openalex.org/W4285049360","https://openalex.org/W1973318088"],"abstract_inverted_index":{"Obstructive":[0],"sleep":[1],"apnea":[2],"(OSA)":[3],"is":[4],"a":[5,73,78,176,182,188],"common":[6],"disorder":[7],"associated":[8],"with":[9,170],"anatomical":[10],"abnormalities":[11],"of":[12,19,42,50,66,89,136,187],"the":[13,20,28,90,114,143,151],"upper":[14],"airways":[15],"that":[16,38,158],"affects":[17],"5%":[18],"population.":[21],"Acoustic":[22],"parameters":[23],"may":[24],"be":[25,46,179],"influenced":[26],"by":[27],"vocal":[29,120],"tract":[30,121],"structure":[31],"and":[32,77,98,111,123,134,138,146,148,173],"soft":[33],"tissue":[34],"properties.":[35],"We":[36,156],"hypothesize":[37],"speech":[39,57,64,75,162],"signal":[40,58],"properties":[41],"OSA":[43,96,145,153,168,191],"patients":[44,169],"will":[45],"different":[47],"than":[48],"those":[49],"control":[51],"subjects":[52,68,92],"not":[53],"having":[54],"OSA.":[55],"Using":[56],"processing":[59],"techniques,":[60],"we":[61],"explored":[62],"acoustic":[63,159],"features":[65,117,160],"93":[67],"who":[69],"were":[70,93,127,140],"recorded":[71],"using":[72,129],"text-dependent":[74],"protocol":[76],"digital":[79],"audio":[80],"recorder":[81],"immediately":[82],"prior":[83],"to":[84,109],"polysomnography":[85],"study.":[86],"Following":[87],"analysis":[88],"study,":[91],"divided":[94],"into":[95],"(n=67)":[97],"non-OSA":[99],"(n=26)":[100],"groups.":[101],"A":[102],"Gaussian":[103],"mixture":[104],"model-based":[105],"system":[106,177],"was":[107],"developed":[108],"model":[110],"classify":[112],"between":[113],"groups;":[115],"discriminative":[116],"such":[118],"as":[119,181],"length":[122],"linear":[124],"prediction":[125],"coefficients":[126],"selected":[128],"feature":[130],"selection":[131],"technique.":[132],"Specificity":[133],"sensitivity":[135],"83%":[137],"79%":[139],"achieved":[141],"for":[142,150,184,190],"male":[144],"86%":[147],"84%":[149],"female":[152],"patients,":[154],"respectively.":[155],"conclude":[157],"from":[161],"signals":[163],"during":[164],"wakefulness":[165],"can":[166,178],"detect":[167],"good":[171],"specificity":[172],"sensitivity.":[174],"Such":[175],"used":[180],"basis":[183],"future":[185],"development":[186],"tool":[189],"screening.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":8},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":5}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}