{"id":"https://openalex.org/W1999774145","doi":"https://doi.org/10.1155/2012/212498","title":"Prediagnosis of Obstructive Sleep Apnea via Multiclass MTS","display_name":"Prediagnosis of Obstructive Sleep Apnea via Multiclass MTS","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W1999774145","doi":"https://doi.org/10.1155/2012/212498","mag":"1999774145","pmid":"https://pubmed.ncbi.nlm.nih.gov/22545062"},"language":"en","primary_location":{"id":"doi:10.1155/2012/212498","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/212498","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2012/212498.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cmmm/2012/212498.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067246240","display_name":"Chao\u2010Ton Su","orcid":"https://orcid.org/0000-0001-7630-1473"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chao-Ton Su","raw_affiliation_strings":["Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081442860","display_name":"Kun-Huang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Huang Chen","raw_affiliation_strings":["Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Engineering Management, National Tsing Hua University, Hsinchu 30013, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102024765","display_name":"Lifei Chen","orcid":"https://orcid.org/0000-0002-1360-2110"},"institutions":[{"id":"https://openalex.org/I114150738","display_name":"Fu Jen Catholic University","ror":"https://ror.org/04je98850","country_code":"TW","type":"education","lineage":["https://openalex.org/I114150738"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Fei Chen","raw_affiliation_strings":["MBA Program in International Management, Department of Business Administration, Fu Jen Catholic University, New Taipei City 24205, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MBA Program in International Management, Department of Business Administration, Fu Jen Catholic University, New Taipei City 24205, Taiwan","institution_ids":["https://openalex.org/I114150738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032855061","display_name":"Pa\u2010Chun Wang","orcid":"https://orcid.org/0000-0002-6288-9218"},"institutions":[{"id":"https://openalex.org/I114150738","display_name":"Fu Jen Catholic University","ror":"https://ror.org/04je98850","country_code":"TW","type":"education","lineage":["https://openalex.org/I114150738"]},{"id":"https://openalex.org/I4210129488","display_name":"Cathay General Hospital","ror":"https://ror.org/03c8c9n80","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210129488"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pa-Chun Wang","raw_affiliation_strings":["Department of Otolaryngology, Cathay General Hospital, Taipei 10630, Taiwan","Fu Jen Catholic University, School of medicine, New Taipei City 24205, Taiwan","Quality Management Center, Cathay General Hospital, Taipei 10630, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Otolaryngology, Cathay General Hospital, Taipei 10630, Taiwan","institution_ids":["https://openalex.org/I4210129488"]},{"raw_affiliation_string":"Fu Jen Catholic University, School of medicine, New Taipei City 24205, Taiwan","institution_ids":["https://openalex.org/I114150738"]},{"raw_affiliation_string":"Quality Management Center, Cathay General Hospital, Taipei 10630, Taiwan","institution_ids":["https://openalex.org/I4210129488"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030483217","display_name":"Yu\u2010Hsiang Hsiao","orcid":"https://orcid.org/0000-0002-7524-7476"},"institutions":[{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Hsiang Hsiao","raw_affiliation_strings":["Information and Communications Research Laboratories, Industrial Technology Research Institute, Hsinchu 31040, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communications Research Laboratories, Industrial Technology Research Institute, Hsinchu 31040, Taiwan","institution_ids":["https://openalex.org/I4210148468"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067246240"],"corresponding_institution_ids":["https://openalex.org/I25846049"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.9903,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.78193206,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2012","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.8683000206947327,"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"}},"topics":[{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.8683000206947327,"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":0.7465975284576416},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.7188084125518799},{"id":"https://openalex.org/keywords/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.6521747708320618},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5702303647994995},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5303885340690613},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5298580527305603},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4566078186035156},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.4536761939525604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40349775552749634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.403033047914505},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.34767401218414307},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.20358812808990479},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.09457603096961975}],"concepts":[{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.7465975284576416},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.7188084125518799},{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.6521747708320618},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5702303647994995},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5303885340690613},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5298580527305603},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4566078186035156},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4536761939525604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40349775552749634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.403033047914505},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.34767401218414307},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.20358812808990479},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09457603096961975}],"mesh":[{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","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":"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":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","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":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1155/2012/212498","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/212498","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2012/212498.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},{"id":"pmid:22545062","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22545062","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":"Computational and mathematical methods in medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:6fb26456cccc4763b4c164302ae2bcf9","is_oa":true,"landing_page_url":"https://doaj.org/article/6fb26456cccc4763b4c164302ae2bcf9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational and Mathematical Methods in Medicine, Vol 2012 (2012)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:3321537","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3321537","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Math Methods Med","raw_type":"Text"},{"id":"pmh:oai:tkuir.lib.tku.edu.tw:987654321/107037","is_oa":false,"landing_page_url":"https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/107037","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.1155/2012/212498","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/212498","pdf_url":"https://downloads.hindawi.com/journals/cmmm/2012/212498.pdf","source":{"id":"https://openalex.org/S36980176","display_name":"Computational and Mathematical Methods in Medicine","issn_l":"1748-670X","issn":["1748-670X","1748-6718"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational and Mathematical Methods in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1999774145.pdf","grobid_xml":"https://content.openalex.org/works/W1999774145.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W21555973","https://openalex.org/W565220493","https://openalex.org/W1530060720","https://openalex.org/W1966597588","https://openalex.org/W1979797212","https://openalex.org/W1984604320","https://openalex.org/W1989217422","https://openalex.org/W2008798532","https://openalex.org/W2041429373","https://openalex.org/W2057608111","https://openalex.org/W2060293824","https://openalex.org/W2096580895","https://openalex.org/W2105393881","https://openalex.org/W2112656829","https://openalex.org/W2119964954","https://openalex.org/W2139137892","https://openalex.org/W2145880291","https://openalex.org/W2154299908","https://openalex.org/W2171660049","https://openalex.org/W2189541295","https://openalex.org/W2264392953","https://openalex.org/W2399719690","https://openalex.org/W2503131113","https://openalex.org/W2895550934","https://openalex.org/W3137255301"],"related_works":["https://openalex.org/W2413082403","https://openalex.org/W2385652705","https://openalex.org/W3204641204","https://openalex.org/W4239706975","https://openalex.org/W1470425429","https://openalex.org/W4280583453","https://openalex.org/W4308872185","https://openalex.org/W3185179407","https://openalex.org/W3197848046","https://openalex.org/W1999774145"],"abstract_inverted_index":{"Obstructive":[0],"sleep":[1,33],"apnea":[2],"(OSA)":[3],"has":[4],"become":[5],"an":[6,16,77],"important":[7],"public":[8],"health":[9],"concern.":[10],"Polysomnography":[11],"(PSG)":[12],"is":[13],"traditionally":[14],"considered":[15],"established":[17],"and":[18,29,48,65,85,105],"effective":[19,126],"diagnostic":[20],"tool":[21],"providing":[22],"information":[23,64],"on":[24,62,81],"the":[25,30,36,40,56,82,119,124],"severity":[26],"of":[27,32,79,115,128],"OSA":[28,45,83,116],"degree":[31],"fragmentation.":[34],"However,":[35],"numerous":[37],"steps":[38],"in":[39,113],"PSG":[41,120],"test":[42],"to":[43,54,68,90],"diagnose":[44],"are":[46],"costly":[47],"time":[49],"consuming.":[50],"This":[51],"study":[52],"aimed":[53],"apply":[55],"multiclass":[57],"Mahalanobis-Taguchi":[58],"system":[59],"(MMTS)":[60],"based":[61],"anthropometric":[63],"questionnaire":[66],"data":[67],"predict":[69],"OSA.":[70],"Implementation":[71],"results":[72],"showed":[73],"that":[74],"MMTS":[75,109],"had":[76],"accuracy":[78],"84.38%":[80],"prediction":[84],"achieved":[86],"better":[87],"performance":[88],"compared":[89],"other":[91],"approaches":[92],"such":[93],"as":[94],"logistic":[95],"regression,":[96],"neural":[97],"networks,":[98],"support":[99],"vector":[100],"machine,":[101],"C4.5":[102],"decision":[103],"tree,":[104],"rough":[106],"set.":[107],"Therefore,":[108],"can":[110],"assist":[111],"doctors":[112],"prediagnosis":[114],"before":[117],"running":[118],"test,":[121],"thereby":[122],"enabling":[123],"more":[125],"use":[127],"medical":[129],"resources.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}