{"id":"https://openalex.org/W4390993483","doi":"https://doi.org/10.1109/biocas58349.2023.10388810","title":"Predicting Treatment Outcomes in Obstructive Sleep Apnea: A Distribution-based Spectral Analysis of Low-Sampled Snoring Vibrations","display_name":"Predicting Treatment Outcomes in Obstructive Sleep Apnea: A Distribution-based Spectral Analysis of Low-Sampled Snoring Vibrations","publication_year":2023,"publication_date":"2023-10-19","ids":{"openalex":"https://openalex.org/W4390993483","doi":"https://doi.org/10.1109/biocas58349.2023.10388810"},"language":"en","primary_location":{"id":"doi:10.1109/biocas58349.2023.10388810","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/biocas58349.2023.10388810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5043290280","display_name":"Behrad TaghiBeyglou","orcid":"https://orcid.org/0000-0003-4031-9537"},"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/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]},{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Behrad TaghiBeyglou","raw_affiliation_strings":["University of Toronto,Institute of Biomedical Engineering,Toronto,Canada","Institute of Biomedical Engineering, University of Toronto, Toronto, Canada","KITE- Toronto Rehabilitation Institute, University Health Network, Toronto, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Biomedical Engineering,Toronto,Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"KITE- Toronto Rehabilitation Institute, University Health Network, Toronto, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113099248","display_name":"Tasnia Kamal","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tasnia Kamal","raw_affiliation_strings":["University of British Columbia,Faculty of Dentistry,Vancouver,Canada","Faculty of Dentistry, University of British Columbia, Vancouver, Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Faculty of Dentistry,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Faculty of Dentistry, University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039878885","display_name":"Fernanda R. Almeida","orcid":"https://orcid.org/0000-0002-8704-9506"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fernanda Almeida","raw_affiliation_strings":["University of British Columbia,Faculty of Dentistry,Vancouver,Canada","Faculty of Dentistry, University of British Columbia, Vancouver, Canada"],"affiliations":[{"raw_affiliation_string":"University of British Columbia,Faculty of Dentistry,Vancouver,Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Faculty of Dentistry, University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038736970","display_name":"Azadeh Yadollahi","orcid":"https://orcid.org/0000-0002-3216-8997"},"institutions":[{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]},{"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/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Azadeh Yadollahi","raw_affiliation_strings":["University of Toronto,Institute of Biomedical Engineering,Toronto,Canada","Institute of Biomedical Engineering, University of Toronto, Toronto, Canada","KITE- Toronto Rehabilitation Institute, University Health Network, Toronto, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Institute of Biomedical Engineering,Toronto,Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"KITE- Toronto Rehabilitation Institute, University Health Network, Toronto, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043290280"],"corresponding_institution_ids":["https://openalex.org/I1325899441","https://openalex.org/I185261750","https://openalex.org/I2799838188"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31500992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/T11456","display_name":"Neuroscience of respiration and sleep","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2807","display_name":"Endocrine and Autonomic Systems"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9810000061988831,"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/oral-appliance","display_name":"Oral appliance","score":0.8686511516571045},{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.8046407699584961},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.7721030712127686},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7154635787010193},{"id":"https://openalex.org/keywords/airway","display_name":"Airway","score":0.5634943246841431},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5234037041664124},{"id":"https://openalex.org/keywords/continuous-positive-airway-pressure","display_name":"Continuous positive airway pressure","score":0.5208814144134521},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.48148834705352783},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.4813717007637024},{"id":"https://openalex.org/keywords/tongue","display_name":"Tongue","score":0.4713418185710907},{"id":"https://openalex.org/keywords/breathing","display_name":"Breathing","score":0.41839033365249634},{"id":"https://openalex.org/keywords/anesthesia","display_name":"Anesthesia","score":0.2999219298362732},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2045007348060608}],"concepts":[{"id":"https://openalex.org/C2779485045","wikidata":"https://www.wikidata.org/wiki/Q1759644","display_name":"Oral appliance","level":3,"score":0.8686511516571045},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.8046407699584961},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.7721030712127686},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7154635787010193},{"id":"https://openalex.org/C105922876","wikidata":"https://www.wikidata.org/wiki/Q1423981","display_name":"Airway","level":2,"score":0.5634943246841431},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5234037041664124},{"id":"https://openalex.org/C2779547634","wikidata":"https://www.wikidata.org/wiki/Q5165502","display_name":"Continuous positive airway pressure","level":3,"score":0.5208814144134521},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.48148834705352783},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4813717007637024},{"id":"https://openalex.org/C2779744641","wikidata":"https://www.wikidata.org/wiki/Q9614","display_name":"Tongue","level":2,"score":0.4713418185710907},{"id":"https://openalex.org/C39300077","wikidata":"https://www.wikidata.org/wiki/Q9530","display_name":"Breathing","level":2,"score":0.41839033365249634},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.2999219298362732},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2045007348060608},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/biocas58349.2023.10388810","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/biocas58349.2023.10388810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320308611","display_name":"Health Research","ror":"https://ror.org/059qgvg50"},{"id":"https://openalex.org/F4320322015","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W129413713","https://openalex.org/W1974402435","https://openalex.org/W2042592767","https://openalex.org/W2073173496","https://openalex.org/W2091229398","https://openalex.org/W2125324924","https://openalex.org/W2135907512","https://openalex.org/W2143597665","https://openalex.org/W2144205901","https://openalex.org/W2341269853","https://openalex.org/W2342579976","https://openalex.org/W2475596014","https://openalex.org/W2483520518","https://openalex.org/W2559463601","https://openalex.org/W2909514596","https://openalex.org/W3005609949","https://openalex.org/W3015537361","https://openalex.org/W3191330421","https://openalex.org/W4229036179"],"related_works":["https://openalex.org/W2023033489","https://openalex.org/W2113982368","https://openalex.org/W2114646836","https://openalex.org/W3085494311","https://openalex.org/W1981785077","https://openalex.org/W2084987148","https://openalex.org/W2399205230","https://openalex.org/W2985785409","https://openalex.org/W2037309944","https://openalex.org/W2893971484"],"abstract_inverted_index":{"Obstructive":[0],"sleep":[1,70,98,112,235],"apnea":[2],"(OSA)":[3],"is":[4,63,80],"a":[5,20,64,144,158,172,220],"prevalent":[6],"condition":[7],"characterized":[8],"by":[9,143,180],"complete":[10],"(apnea)":[11],"or":[12,33],"partial":[13],"(hypopnea)":[14],"reductions":[15],"in":[16,168,237],"airflow":[17],"due":[18],"to":[19,36,67,74,82,87,114,150],"collapsed":[21],"upper":[22],"airway":[23,60],"during":[24],"sleep.":[25],"Oral":[26],"appliances,":[27,231],"which":[28,232],"reposition":[29],"the":[30,136,152,203,227],"lower":[31],"jaw":[32],"tongue":[34],"forward":[35],"maintain":[37],"an":[38,210],"open":[39],"airway,":[40],"are":[41,72,127],"commonly":[42],"used":[43],"for":[44,129,225],"OSA":[45,147],"treatment.":[46,68,89],"A":[47],"major":[48],"advantage":[49],"of":[50,138,154,161,205,212,229],"oral":[51,76,116,162,230],"appliances":[52,77],"over":[53,171],"other":[54],"treatment":[55,118,240],"options":[56],"such":[57,109],"as":[58,104,106,110],"positive":[59],"pressure":[61],"machines":[62],"higher":[65],"adherence":[66],"However,":[69,120],"physicians":[71,236],"hesitant":[73],"prescribe":[75],"since":[78],"it":[79],"hard":[81],"predict":[83,115,151,202],"who":[84],"would":[85],"respond":[86],"this":[88,132],"Previous":[90],"studies":[91],"have":[92],"explored":[93],"invasive":[94],"techniques":[95,194],"like":[96],"drug-induced":[97],"endoscopy":[99],"(DISE)":[100],"and":[101,126,190,222],"awake":[102],"nasendoscopy,":[103],"well":[105],"clinical":[107,124],"tools":[108],"polysomnography-based":[111],"phenotyping,":[113],"appliance":[117],"success.":[119],"these":[121],"methods":[122],"require":[123],"expertise":[125],"challenging":[128],"patients.":[130],"In":[131],"study,":[133],"we":[134,200],"investigated":[135],"feasibility":[137],"using":[139,214],"snoring":[140,188],"vibrations":[141,165,189],"recorded":[142,167],"portable":[145],"at-home":[146],"test":[148],"device":[149,208],"effectiveness":[153],"mandibular":[155,206],"advancement":[156,207],"devices,":[157],"common":[159],"type":[160],"appliance.":[163],"Snoring":[164],"were":[166],"20":[169],"patients":[170],"5-month":[173],"follow-up":[174],"period.":[175],"Our":[176],"findings":[177],"highlight":[178],"that":[179],"utilizing":[181],"distribution-based":[182],"spectral":[183],"features":[184],"extracted":[185],"solely":[186],"from":[187],"employing":[191],"machine":[192],"learning":[193],"along":[195],"with":[196,209],"feature":[197],"selection":[198],"methods,":[199],"can":[201,233],"efficacy":[204,228],"accuracy":[211],"90%":[213],"leave-one-subject-out":[215],"cross-validation.":[216],"This":[217],"approach":[218],"offers":[219],"non-invasive":[221],"patient-friendly":[223],"alternative":[224],"assessing":[226],"aid":[234],"making":[238],"informed":[239],"decisions.":[241]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
