{"id":"https://openalex.org/W3008398109","doi":"https://doi.org/10.1109/bigdata47090.2019.9006476","title":"A Data-Driven Approach for Continuous Adherence Predictions in Sleep Apnea Therapy Management","display_name":"A Data-Driven Approach for Continuous Adherence Predictions in Sleep Apnea Therapy Management","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3008398109","doi":"https://doi.org/10.1109/bigdata47090.2019.9006476","mag":"3008398109"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9006476","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006476","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","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/A5102962549","display_name":"Matheus Ara\u00fajo","orcid":"https://orcid.org/0000-0003-0979-3417"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Matheus Araujo","raw_affiliation_strings":["University of Minnesota, Minneapolis, USA"],"affiliations":[{"raw_affiliation_string":"University of Minnesota, Minneapolis, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056576798","display_name":"Louis Kazaglis","orcid":null},"institutions":[{"id":"https://openalex.org/I1309104334","display_name":"Fairview Health Services","ror":"https://ror.org/04hsn8391","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1309104334"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Louis Kazaglis","raw_affiliation_strings":["Fairview, Minneapolis, USA"],"affiliations":[{"raw_affiliation_string":"Fairview, Minneapolis, USA","institution_ids":["https://openalex.org/I1309104334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017911992","display_name":"Conrad Iber","orcid":null},"institutions":[{"id":"https://openalex.org/I1309104334","display_name":"Fairview Health Services","ror":"https://ror.org/04hsn8391","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1309104334"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Conrad Iber","raw_affiliation_strings":["Fairview, Minneapolis, USA"],"affiliations":[{"raw_affiliation_string":"Fairview, Minneapolis, USA","institution_ids":["https://openalex.org/I1309104334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002187701","display_name":"Jaideep Srivastava","orcid":"https://orcid.org/0000-0001-9385-7545"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jaideep Srivastava","raw_affiliation_strings":["University of Minnesota, Minneapolis, USA"],"affiliations":[{"raw_affiliation_string":"University of Minnesota, Minneapolis, USA","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102962549"],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":null,"apc_paid":null,"fwci":0.5225,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.69071979,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"2716","last_page":"2725"},"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/T10316","display_name":"Sleep and related disorders","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11456","display_name":"Neuroscience of respiration and sleep","score":0.9749000072479248,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.6772615909576416},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.6057530045509338},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.5775609612464905},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.532405436038971},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.511786162853241},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47393542528152466},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.4434017837047577},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.43749186396598816},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4103514850139618},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.13228276371955872},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.12498846650123596}],"concepts":[{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.6772615909576416},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.6057530045509338},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.5775609612464905},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.532405436038971},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.511786162853241},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47393542528152466},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4434017837047577},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.43749186396598816},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4103514850139618},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.13228276371955872},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.12498846650123596},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9006476","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006476","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W177216907","https://openalex.org/W1494052777","https://openalex.org/W1680392829","https://openalex.org/W1860364728","https://openalex.org/W1927738877","https://openalex.org/W1966423455","https://openalex.org/W2003416886","https://openalex.org/W2028541189","https://openalex.org/W2041413714","https://openalex.org/W2043824475","https://openalex.org/W2044617730","https://openalex.org/W2044758663","https://openalex.org/W2056722705","https://openalex.org/W2080125767","https://openalex.org/W2101234009","https://openalex.org/W2109943925","https://openalex.org/W2111730335","https://openalex.org/W2257069691","https://openalex.org/W2558423823","https://openalex.org/W2609852812","https://openalex.org/W2768364592","https://openalex.org/W2780883255","https://openalex.org/W2786124473","https://openalex.org/W2787429973","https://openalex.org/W2798638038","https://openalex.org/W3197494818","https://openalex.org/W6607167390","https://openalex.org/W6637386731","https://openalex.org/W6675354045","https://openalex.org/W7035637606"],"related_works":["https://openalex.org/W2397677514","https://openalex.org/W2914293784","https://openalex.org/W2407382301","https://openalex.org/W1495820741","https://openalex.org/W4323056170","https://openalex.org/W2126732312","https://openalex.org/W2401910071","https://openalex.org/W2189429352","https://openalex.org/W4302329558","https://openalex.org/W1971571384"],"abstract_inverted_index":{"The":[0],"abandonment":[1],"rate":[2],"of":[3,41,56,75,96,119,146,150,156,184],"patients":[4,44,70,91],"who":[5,45],"use":[6],"CPAP":[7],"devices":[8],"for":[9,123],"obstructive":[10],"sleep":[11,39,189],"apnea":[12],"(OSA)":[13],"therapy":[14],"is":[15,22,50,80,138],"as":[16,18],"high":[17],"60%.":[19],"However,":[20],"there":[21,79],"growing":[23],"evidence":[24],"that":[25],"timely":[26],"and":[27,58,160,181],"appropriate":[28],"intervention":[29],"can":[30,88],"improve":[31],"long-term":[32],"adherence":[33],"to":[34,67,140,178],"therapy.":[35],"Current":[36],"practice":[37],"in":[38,54,62,71,126,187],"clinics":[40],"identifying":[42],"potential":[43],"will":[46],"abandon":[47],"the":[48,63,94,117,121,127,147,153,166,173],"treatment":[49],"not":[51],"sufficiently":[52],"effective":[53],"terms":[55],"accuracy":[57],"timeliness.":[59],"Recent":[60],"proposals":[61],"literature":[64],"have":[65],"tried":[66],"identify":[68],"non-adherent":[69],"a":[72,107,130,169,188],"specific":[73],"period":[74],"their":[76,90],"therapy;":[77],"however,":[78],"no":[81],"generalized":[82],"approach":[83],"by":[84],"which":[85],"clinical":[86],"providers":[87],"monitor":[89],"continually":[92],"with":[93,133,168],"goal":[95],"maximizing":[97],"adherence.":[98],"Towards":[99],"this":[100],"more":[101],"generic":[102],"goal,":[103],"we":[104,115,164],"propose":[105],"CTAP-CPAP,":[106,114],"Continuous":[108],"Treatment":[109],"Adherence":[110],"Prediction":[111],"framework.":[112],"With":[113],"address":[116],"problem":[118],"generalizing":[120],"prediction":[122],"any":[124],"day":[125],"treatment,":[128],"where":[129],"robust":[131],"framework":[132],"multiple":[134],"machine":[135,158,174],"learning":[136,159,175],"models":[137],"implemented":[139],"assist":[141],"medical":[142],"practitioners":[143],"keep":[144],"track":[145],"patient":[148],"risk":[149],"non-adherence.":[151],"Aiming":[152],"parallel":[154],"progress":[155],"both":[157],"health":[161],"informatics":[162],"fields,":[163],"complement":[165],"study":[167],"transparent":[170],"discussion":[171],"on":[172],"techniques":[176],"used":[177],"build":[179],"CTAP-CPAP":[180],"our":[182],"view":[183],"its":[185],"operationalization":[186],"clinic.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}