{"id":"https://openalex.org/W2749182434","doi":"https://doi.org/10.1080/15472450.2017.1369060","title":"Using kinematic driving data to detect sleep apnea treatment adherence","display_name":"Using kinematic driving data to detect sleep apnea treatment adherence","publication_year":2017,"publication_date":"2017-08-22","ids":{"openalex":"https://openalex.org/W2749182434","doi":"https://doi.org/10.1080/15472450.2017.1369060","mag":"2749182434","pmid":"https://pubmed.ncbi.nlm.nih.gov/30344458"},"language":"en","primary_location":{"id":"doi:10.1080/15472450.2017.1369060","is_oa":false,"landing_page_url":"https://doi.org/10.1080/15472450.2017.1369060","pdf_url":null,"source":{"id":"https://openalex.org/S172631016","display_name":"Journal of Intelligent Transportation Systems","issn_l":"1547-2442","issn":["1547-2442","1547-2450"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Transportation Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6192061","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033341503","display_name":"Anthony D. McDonald","orcid":"https://orcid.org/0000-0001-7827-8828"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Anthony D. McDonald","raw_affiliation_strings":["Texas A&amp;M University, College Station, TX, USA"],"affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, TX, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000048328","display_name":"John D. Lee","orcid":"https://orcid.org/0000-0001-9808-2160"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John D. Lee","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076501342","display_name":"Nazan Aksan","orcid":"https://orcid.org/0000-0003-4997-4386"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nazan S. Aksan","raw_affiliation_strings":["The University of Iowa, Iowa City, IA, USA"],"affiliations":[{"raw_affiliation_string":"The University of Iowa, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076484817","display_name":"Jeffrey D. Dawson","orcid":"https://orcid.org/0000-0003-2709-0360"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey D. Dawson","raw_affiliation_strings":["The University of Iowa, Iowa City, IA, USA"],"affiliations":[{"raw_affiliation_string":"The University of Iowa, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089599336","display_name":"Jon Tippin","orcid":null},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jon Tippin","raw_affiliation_strings":["The University of Iowa, Iowa City, IA, USA"],"affiliations":[{"raw_affiliation_string":"The University of Iowa, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110338210","display_name":"Matthew Rizzo","orcid":"https://orcid.org/0000-0003-3015-0184"},"institutions":[{"id":"https://openalex.org/I59130452","display_name":"University of Nebraska Medical Center","ror":"https://ror.org/00thqtb16","country_code":"US","type":"funder","lineage":["https://openalex.org/I59130452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Rizzo","raw_affiliation_strings":["University of Nebraska Medical Center, Omaha, NE, USA"],"affiliations":[{"raw_affiliation_string":"University of Nebraska Medical Center, Omaha, NE, USA","institution_ids":["https://openalex.org/I59130452"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5033341503"],"corresponding_institution_ids":["https://openalex.org/I91045830"],"apc_list":null,"apc_paid":null,"fwci":1.1712,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.80815459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"21","issue":"5","first_page":"422","last_page":"434"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9984999895095825,"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/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9975000023841858,"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":0.9932000041007996,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5877386331558228},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5639387369155884},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.5121190547943115},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.4842624068260193},{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.46361738443374634},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.4484739303588867},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.4465663731098175},{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.429233580827713},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.4185592830181122},{"id":"https://openalex.org/keywords/sliding-window-protocol","display_name":"Sliding window protocol","score":0.417895644903183},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.41641905903816223},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.40036511421203613},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3655124306678772},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3475176692008972},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3318651616573334},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.2963457405567169},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.2815892696380615},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14065831899642944},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10820311307907104}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5877386331558228},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5639387369155884},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.5121190547943115},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4842624068260193},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.46361738443374634},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.4484739303588867},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4465663731098175},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.429233580827713},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.4185592830181122},{"id":"https://openalex.org/C102392041","wikidata":"https://www.wikidata.org/wiki/Q592860","display_name":"Sliding window protocol","level":3,"score":0.417895644903183},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.41641905903816223},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40036511421203613},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3655124306678772},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3475176692008972},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3318651616573334},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.2963457405567169},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.2815892696380615},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14065831899642944},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10820311307907104},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","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},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/15472450.2017.1369060","is_oa":false,"landing_page_url":"https://doi.org/10.1080/15472450.2017.1369060","pdf_url":null,"source":{"id":"https://openalex.org/S172631016","display_name":"Journal of Intelligent Transportation Systems","issn_l":"1547-2442","issn":["1547-2442","1547-2450"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Transportation Systems","raw_type":"journal-article"},{"id":"pmid:30344458","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30344458","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":"Journal of intelligent transportation systems","raw_type":null},{"id":"pmh:oai:europepmc.org:5137428","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6192061","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6192061","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6192061","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Intell Transp Syst","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:6192061","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6192061","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Intell Transp Syst","raw_type":"Text"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W44398835","https://openalex.org/W55607816","https://openalex.org/W122529783","https://openalex.org/W125285907","https://openalex.org/W1499049447","https://openalex.org/W1521843029","https://openalex.org/W1853995153","https://openalex.org/W1873332500","https://openalex.org/W1898856826","https://openalex.org/W1938668064","https://openalex.org/W1964055967","https://openalex.org/W1974687042","https://openalex.org/W1976790021","https://openalex.org/W1979233859","https://openalex.org/W2007320090","https://openalex.org/W2011536314","https://openalex.org/W2018798276","https://openalex.org/W2020816856","https://openalex.org/W2042235787","https://openalex.org/W2042591571","https://openalex.org/W2043756605","https://openalex.org/W2046017949","https://openalex.org/W2049480838","https://openalex.org/W2056722705","https://openalex.org/W2063389953","https://openalex.org/W2066634121","https://openalex.org/W2066796814","https://openalex.org/W2083651478","https://openalex.org/W2117225632","https://openalex.org/W2128389162","https://openalex.org/W2131220155","https://openalex.org/W2134738818","https://openalex.org/W2139851562","https://openalex.org/W2146182319","https://openalex.org/W2158067255","https://openalex.org/W2164274563","https://openalex.org/W2167330814","https://openalex.org/W2169599186","https://openalex.org/W2176977339","https://openalex.org/W2435251607","https://openalex.org/W2591078974","https://openalex.org/W2911964244","https://openalex.org/W2914859268","https://openalex.org/W4241615709"],"related_works":["https://openalex.org/W1481679924","https://openalex.org/W2268943783","https://openalex.org/W2933756203","https://openalex.org/W2334628610","https://openalex.org/W1973318088","https://openalex.org/W2317638083","https://openalex.org/W4285049360","https://openalex.org/W2990628615","https://openalex.org/W1630610588","https://openalex.org/W2019146337"],"abstract_inverted_index":{"People":[0],"spend":[1],"a":[2,11,71,100,125],"significant":[3],"amount":[4],"of":[5,10,28,45,73,140,148,167,183],"time":[6],"behind":[7],"the":[8,26,39,120,145,187],"wheel":[9],"car.":[12],"Recent":[13],"advances":[14],"in":[15,31,135,150],"data":[16,30,47,66,106,121,172],"collection":[17],"facilitate":[18],"continuously":[19],"monitoring":[20],"this":[21,29,46,168],"behavior.":[22],"Previous":[23],"work":[24],"demonstrates":[25],"importance":[27,142],"driving":[32,40,65,149,171],"safety":[33],"but":[34],"does":[35],"not":[36],"extended":[37],"beyond":[38],"domain.":[41],"One":[42],"potential":[43],"extension":[44],"is":[48],"to":[49,54,86,96,153],"identify":[50],"driver":[51],"states":[52],"related":[53],"health":[55],"conditions":[56],"such":[57],"as":[58],"obstructive":[59],"sleep":[60],"apnea":[61],"(OSA).":[62],"We":[63,80],"collected":[64],"and":[67,83,92,122,156,185],"medication":[68],"adherence":[69,111],"from":[70],"sample":[72],"75":[74],"OSA":[75],"patients":[76],"over":[77],"3.5":[78],"months.":[79],"converted":[81,93],"speed":[82],"acceleration":[84],"behaviors":[85],"symbols":[87,95],"using":[88,99,124],"symbolic":[89],"aggregate":[90],"approximation":[91],"these":[94],"pattern":[97],"frequencies":[98],"sliding":[101],"window.":[102],"The":[103,129,165],"resulting":[104],"frequency":[105],"was":[107,117],"matched":[108],"with":[109,162],"treatment":[110,136],"information.":[112],"A":[113],"random":[114,130],"forest":[115,131],"model":[116,132],"trained":[118],"on":[119],"evaluated":[123],"held-aside":[126],"test":[127],"dataset.":[128],"detects":[133],"lapses":[134],"adherence.":[137],"An":[138],"assessment":[139],"variable":[141],"suggests":[143,170],"that":[144,158,186],"important":[146],"patterns":[147,157],"classification":[151],"correspond":[152],"route":[154],"decisions":[155],"may":[159,173,189],"be":[160,174],"associated":[161],"drowsy":[163],"driving.":[164],"success":[166],"approach":[169,188],"valuable":[175],"for":[176],"evaluating":[177],"new":[178],"treatments,":[179],"analyzing":[180],"side":[181],"effects":[182],"medications,":[184],"benefit":[190],"other":[191],"drowsiness":[192],"detection":[193],"algorithms.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
