{"id":"https://openalex.org/W4405489426","doi":"https://doi.org/10.1109/embc53108.2024.10781604","title":"Chin EMG Scalogram-Based Deep CNN for OSA Screening","display_name":"Chin EMG Scalogram-Based Deep CNN for OSA Screening","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405489426","doi":"https://doi.org/10.1109/embc53108.2024.10781604","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039253"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5112939627","display_name":"A. Rehman","orcid":"https://orcid.org/0000-0001-8921-0992"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Adil Rehman","raw_affiliation_strings":["Khalifa University,Department of Computer and Information Engineering,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Computer and Information Engineering,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052904792","display_name":"Mostafa Moussa","orcid":"https://orcid.org/0000-0003-4977-355X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mostafa Moussa","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078108496","display_name":"Hani Saleh","orcid":"https://orcid.org/0000-0002-7185-0278"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hani Saleh","raw_affiliation_strings":["Khalifa University,Department of Computer and Information Engineering,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Computer and Information Engineering,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059512412","display_name":"Naoufel Werghi","orcid":"https://orcid.org/0000-0002-5542-448X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Naoufel Werghi","raw_affiliation_strings":["Khalifa University,Department of Computer Science,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Computer Science,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031914841","display_name":"Ali A. Khraibi","orcid":"https://orcid.org/0000-0002-8002-2861"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ali Khraibi","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053525471","display_name":"Ahsan H. Khandoker","orcid":"https://orcid.org/0000-0002-0636-1646"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahsan Khandoker","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5112939627"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":0.3226,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65060475,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9986000061035156,"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":0.9986000061035156,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"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/chin","display_name":"Chin","score":0.8768736124038696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6290398836135864},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5859359502792358},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3965279161930084},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3734999895095825},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2196640968322754},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.09199023246765137}],"concepts":[{"id":"https://openalex.org/C2779881321","wikidata":"https://www.wikidata.org/wiki/Q82714","display_name":"Chin","level":2,"score":0.8768736124038696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6290398836135864},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5859359502792358},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3965279161930084},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3734999895095825},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2196640968322754},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.09199023246765137}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002680","descriptor_name":"Chin","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002680","descriptor_name":"Chin","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D002680","descriptor_name":"Chin","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"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":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039253","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039253","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2037597122","https://openalex.org/W2123842787","https://openalex.org/W2139404323","https://openalex.org/W2170860662","https://openalex.org/W2791025763","https://openalex.org/W2809137653","https://openalex.org/W2899179908","https://openalex.org/W2925080504","https://openalex.org/W2985634329","https://openalex.org/W3171177453","https://openalex.org/W4206775161","https://openalex.org/W4297329844"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Obstructive":[0],"Sleep":[1],"Apnea":[2],"(OSA)":[3],"is":[4,124,138],"a":[5,47,87,93],"common":[6],"sleep":[7],"condition":[8],"characterized":[9],"by":[10,16],"frequent":[11],"pauses":[12,28],"in":[13,21,30,33],"breathing":[14,60],"caused":[15],"the":[17,22,62,73,101,121,141],"relaxation":[18],"of":[19,90,96,104],"muscles":[20],"upper":[23],"airway":[24],"during":[25,127],"sleep.":[26],"These":[27],"manifest":[29],"changes":[31],"observed":[32,116],"Chin":[34],"Electromyography":[35],"(EMG),":[36],"airflow,":[37],"and":[38,58,78,92,111,152],"oxygen":[39],"saturation":[40],"signals.":[41],"In":[42,82],"this":[43,83],"paper,":[44,84],"we":[45,85,99],"propose":[46],"deep":[48],"convolutional":[49],"neural":[50],"network":[51],"(DCNN)":[52],"architecture":[53],"for":[54,61,76,107,118,134,158],"screening":[55],"OSA":[56,63,70,109,119,128,151,159],"events":[57,110],"normal":[59],"subjects.":[64],"We":[65],"utilized":[66],"data":[67],"from":[68,72],"5":[69],"subjects":[71],"American":[74],"Center":[75],"Psychiatry":[77],"Neurology":[79],"(ACPN)":[80],"database.":[81],"achieved":[86],"validation":[88],"accuracy":[89,95],"80%":[91],"testing":[94],"75%.":[97],"Additionally,":[98],"investigated":[100],"firing":[102,122],"pattern":[103,123],"motor":[105],"neurons":[106],"both":[108],"non-OSA":[112,135,153],"events.":[113],"It":[114],"was":[115],"that":[117],"subjects,":[120],"extremely":[125],"low":[126],"events,":[129,136,154],"indicating":[130],"muscle":[131],"relaxation,":[132],"while":[133],"activity":[137],"high":[139],"throughout":[140],"entire":[142],"duration.":[143],"This":[144],"proposed":[145],"system":[146],"offers":[147],"easy":[148],"discrimination":[149],"between":[150],"facilitating":[155],"prompt":[156],"treatment":[157],"patients.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
