{"id":"https://openalex.org/W3001200936","doi":"https://doi.org/10.1109/jbhi.2020.2967872","title":"Portable Detection of Apnea and Hypopnea Events Using Bio-Impedance of the Chest and Deep Learning","display_name":"Portable Detection of Apnea and Hypopnea Events Using Bio-Impedance of the Chest and Deep Learning","publication_year":2020,"publication_date":"2020-01-21","ids":{"openalex":"https://openalex.org/W3001200936","doi":"https://doi.org/10.1109/jbhi.2020.2967872","mag":"3001200936","pmid":"https://pubmed.ncbi.nlm.nih.gov/31976919"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2020.2967872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.2967872","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/8675564/file/8675567.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067947905","display_name":"Tom Van Steenkiste","orcid":"https://orcid.org/0000-0002-3842-3151"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Tom Van Steenkiste","raw_affiliation_strings":["Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-3842-3151","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039835510","display_name":"Willemijn Groenendaal","orcid":"https://orcid.org/0000-0003-1024-0756"},"institutions":[{"id":"https://openalex.org/I4210153656","display_name":"Holst Centre (Netherlands)","ror":"https://ror.org/04abpa862","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210153656"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Willemijn Groenendaal","raw_affiliation_strings":["imec the Netherlands/Holst Centre, Eindhoven, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-1024-0756","affiliations":[{"raw_affiliation_string":"imec the Netherlands/Holst Centre, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210153656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083322288","display_name":"Pauline Dreesen","orcid":"https://orcid.org/0000-0003-4165-6121"},"institutions":[{"id":"https://openalex.org/I878454856","display_name":"Hasselt University","ror":"https://ror.org/04nbhqj75","country_code":"BE","type":"education","lineage":["https://openalex.org/I878454856"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pauline Dreesen","raw_affiliation_strings":["Faculty of Medicine and Life Sciences, Hasselt University, Hasselt, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-4165-6121","affiliations":[{"raw_affiliation_string":"Faculty of Medicine and Life Sciences, Hasselt University, Hasselt, Belgium","institution_ids":["https://openalex.org/I878454856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100658135","display_name":"Seulki Lee","orcid":"https://orcid.org/0000-0003-4900-2085"},"institutions":[{"id":"https://openalex.org/I4210153656","display_name":"Holst Centre (Netherlands)","ror":"https://ror.org/04abpa862","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210153656"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Seulki Lee","raw_affiliation_strings":["imec the Netherlands/Holst Centre, Eindhoven, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"imec the Netherlands/Holst Centre, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210153656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011606120","display_name":"Susie Klerkx","orcid":"https://orcid.org/0000-0003-4093-3617"},"institutions":[{"id":"https://openalex.org/I4210148648","display_name":"Ziekenhuis Oost-Limburg","ror":"https://ror.org/04fg7az81","country_code":"BE","type":"funder","lineage":["https://openalex.org/I4210148648"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Susie Klerkx","raw_affiliation_strings":["Department of Pneumology, Ziekenhuis Oost-Limburg, Genk, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-4093-3617","affiliations":[{"raw_affiliation_string":"Department of Pneumology, Ziekenhuis Oost-Limburg, Genk, Belgium","institution_ids":["https://openalex.org/I4210148648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109248679","display_name":"Ruben de Francisco","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruben de Francisco","raw_affiliation_strings":["Onera Health, Eindhoven, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Onera Health, Eindhoven, The Netherlands","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068831492","display_name":"Dirk Deschrijver","orcid":"https://orcid.org/0000-0001-6600-1792"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Dirk Deschrijver","raw_affiliation_strings":["Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium"],"raw_orcid":"https://orcid.org/0000-0001-6600-1792","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081846222","display_name":"Tom Dhaene","orcid":"https://orcid.org/0000-0003-2899-4636"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tom Dhaene","raw_affiliation_strings":["Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-2899-4636","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University - imec, IDLab, Gent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5067947905"],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":null,"apc_paid":null,"fwci":3.8324,"has_fulltext":true,"cited_by_count":69,"citation_normalized_percentile":{"value":0.94022652,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"24","issue":"9","first_page":"2589","last_page":"2598"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9987999796867371,"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":0.9939000010490417,"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"}},{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9932000041007996,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5349271297454834},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.4855918288230896},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44302287697792053},{"id":"https://openalex.org/keywords/hypopnea","display_name":"Hypopnea","score":0.41718754172325134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38986343145370483},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3593127727508545},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.21210753917694092},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.1720176339149475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5349271297454834},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.4855918288230896},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44302287697792053},{"id":"https://openalex.org/C2777711342","wikidata":"https://www.wikidata.org/wiki/Q957217","display_name":"Hypopnea","level":4,"score":0.41718754172325134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38986343145370483},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3593127727508545},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.21210753917694092},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.1720176339149475}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012891","descriptor_name":"Sleep Apnea Syndromes","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056152","descriptor_name":"Respiratory Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056152","descriptor_name":"Respiratory Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056152","descriptor_name":"Respiratory Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/jbhi.2020.2967872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.2967872","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:31976919","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31976919","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":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:archive.ugent.be:8675564","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8675564","pdf_url":"https://biblio.ugent.be/publication/8675564/file/8675567.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2168-2208","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:documentserver.uhasselt.be:1942/32781","is_oa":false,"landing_page_url":"http://hdl.handle.net/1942/32781","pdf_url":null,"source":{"id":"https://openalex.org/S4306401926","display_name":"Document Server@UHasselt (UHasselt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I878454856","host_organization_name":"Hasselt University","host_organization_lineage":["https://openalex.org/I878454856"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:8675564","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8675564","pdf_url":"https://biblio.ugent.be/publication/8675564/file/8675567.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2168-2208","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3001200936.pdf","grobid_xml":"https://content.openalex.org/works/W3001200936.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W97568584","https://openalex.org/W1192710954","https://openalex.org/W1510052597","https://openalex.org/W1595966205","https://openalex.org/W1973318088","https://openalex.org/W1977295966","https://openalex.org/W1984055561","https://openalex.org/W1984201463","https://openalex.org/W1987679119","https://openalex.org/W1991154150","https://openalex.org/W1999806883","https://openalex.org/W2021893157","https://openalex.org/W2046717331","https://openalex.org/W2064675550","https://openalex.org/W2077410237","https://openalex.org/W2084345059","https://openalex.org/W2088350283","https://openalex.org/W2093372772","https://openalex.org/W2103852410","https://openalex.org/W2103939721","https://openalex.org/W2108084237","https://openalex.org/W2118978333","https://openalex.org/W2128389162","https://openalex.org/W2131241448","https://openalex.org/W2131427446","https://openalex.org/W2131996083","https://openalex.org/W2135360270","https://openalex.org/W2141173017","https://openalex.org/W2142403514","https://openalex.org/W2147197409","https://openalex.org/W2155758218","https://openalex.org/W2170268036","https://openalex.org/W2202676031","https://openalex.org/W2319664755","https://openalex.org/W2471195096","https://openalex.org/W2530284584","https://openalex.org/W2536415195","https://openalex.org/W2560505302","https://openalex.org/W2569443022","https://openalex.org/W2601708201","https://openalex.org/W2625395738","https://openalex.org/W2739093060","https://openalex.org/W2745330995","https://openalex.org/W2747904965","https://openalex.org/W2788681332","https://openalex.org/W2795937596","https://openalex.org/W2802098135","https://openalex.org/W2805115566","https://openalex.org/W2805116501","https://openalex.org/W2884525847","https://openalex.org/W2891548073","https://openalex.org/W2893814198","https://openalex.org/W2894098752","https://openalex.org/W2894120069","https://openalex.org/W2899202848","https://openalex.org/W2899720878","https://openalex.org/W2905566041","https://openalex.org/W2939923028","https://openalex.org/W2955297895","https://openalex.org/W2963078493","https://openalex.org/W2964346179","https://openalex.org/W3152633770","https://openalex.org/W4285719527","https://openalex.org/W6603931332","https://openalex.org/W6678911119","https://openalex.org/W6680930200","https://openalex.org/W6741357806","https://openalex.org/W6766453510"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W4321369474","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W4323565446"],"abstract_inverted_index":{"Sleep":[0],"apnea":[1,68],"is":[2,12,26,111,117,136,171],"one":[3,71],"of":[4,31,86,99,104,141,165,197],"the":[5,29,92,97,101,105,142,145,157,162,195,199,213],"most":[6],"common":[7],"sleep-related":[8],"breathing":[9],"disorders.":[10],"It":[11],"diagnosed":[13,54],"through":[14],"an":[15,159],"overnight":[16],"sleep":[17,22,57,67,209],"study":[18],"in":[19,70,148,215],"a":[20,39,108,121,178,216],"specialized":[21],"clinic.":[23],"This":[24,193],"setup":[25,135],"expensive":[27],"and":[28,33,50,89,144,185,190,202,218],"number":[30],"beds":[32],"staff":[34],"are":[35,60,77,187],"limited,":[36],"leading":[37],"to":[38,47,80],"long":[40],"waiting":[41],"time.":[42],"To":[43],"enable":[44],"more":[45,73],"patients":[46],"be":[48,168],"tested,":[49],"repeated":[51],"monitoring":[52,58],"for":[53,91,130,206],"patients,":[55],"portable":[56,115,217],"devices":[59,64],"being":[61],"developed.":[62],"These":[63],"automatically":[65,207],"detect":[66],"events":[69,211],"or":[72],"respiration-related":[74],"signals.":[75],"There":[76],"multiple":[78],"methods":[79],"measure":[81],"respiration,":[82],"with":[83,120,174],"varying":[84],"levels":[85],"signal":[87],"quality":[88],"comfort":[90],"patient.":[93],"In":[94],"this":[95],"study,":[96],"potential":[98,196],"using":[100,138,155,177,198],"bio-impedance":[102],"(bioZ)":[103],"chest":[106],"as":[107],"respiratory":[109],"surrogate":[110],"analyzed.":[112],"A":[113],"novel":[114],"device":[116,143,201],"presented,":[118],"combined":[119],"two-phase":[122],"Long":[123],"Short-Term":[124],"Memory":[125],"(LSTM)":[126],"deep":[127,203],"learning":[128,204],"algorithm":[129,205],"automated":[131],"event":[132],"detection.":[133],"The":[134,151,182],"benchmarked":[137],"simultaneous":[139],"recordings":[140],"traditional":[146],"polysomnography":[147,179],"25":[149],"patients.":[150],"results":[152],"demonstrate":[153],"that":[154],"only":[156],"bioZ,":[158],"area":[160],"under":[161],"precision-recall":[163],"curve":[164],"46.9%":[166],"can":[167],"achieved,":[169],"which":[170],"on":[172],"par":[173],"automatic":[175],"scoring":[176],"respiration":[180,210],"channel.":[181],"sensitivity,":[183],"specificity":[184],"accuracy":[186],"58.4%,":[188],"76.2%":[189],"72.8%":[191],"respectively.":[192],"confirms":[194],"bioZ":[200],"detecting":[208],"during":[212],"night,":[214],"comfortable":[219],"setup.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
