{"id":"https://openalex.org/W2048804044","doi":"https://doi.org/10.1109/embc.2014.6944071","title":"Automatic sleep onset detection using single EEG sensor","display_name":"Automatic sleep onset detection using single EEG sensor","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W2048804044","doi":"https://doi.org/10.1109/embc.2014.6944071","mag":"2048804044","pmid":"https://pubmed.ncbi.nlm.nih.gov/25570439"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2014.6944071","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Automatic_sleep_onset_detection_using_single_EEG_sensor/24305101","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100429710","display_name":"Zhuo Zhang","orcid":"https://orcid.org/0000-0002-6515-0021"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhuo Zhang","raw_affiliation_strings":["Institute for Infocomm Research, Technology and Research, Singapore","School of Computer Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Technology and Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]},{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031778999","display_name":"Cuntai Guan","orcid":"https://orcid.org/0000-0002-0872-3276"},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Cuntai Guan","raw_affiliation_strings":["Institute for Infocomm Research, Technology and Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Technology and Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052776999","display_name":"Ti Eu Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ti Eu Chan","raw_affiliation_strings":["Institute for Infocomm Research, Technology and Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Technology and Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112054338","display_name":"Juanhong Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Juanhong Yu","raw_affiliation_strings":["Institute for Infocomm Research, Technology and Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Technology and Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005866115","display_name":"Andrew Keong Ng","orcid":"https://orcid.org/0000-0002-3760-7784"},"institutions":[{"id":"https://openalex.org/I168639165","display_name":"Singapore Institute of Technology","ror":"https://ror.org/01v2c2791","country_code":"SG","type":"education","lineage":["https://openalex.org/I168639165"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Andrew Keong Ng","raw_affiliation_strings":["Singapore Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Institute of Technology","institution_ids":["https://openalex.org/I168639165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101991566","display_name":"Haihong Zhang","orcid":"https://orcid.org/0000-0003-3199-0126"},"institutions":[{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haihong Zhang","raw_affiliation_strings":["Institute for Infocomm Research, Technology and Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Technology and Research, Singapore","institution_ids":["https://openalex.org/I3005327000"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027208445","display_name":"Chee Keong Kwoh","orcid":"https://orcid.org/0000-0002-8547-6387"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chee Keong Kwoh","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7306,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82346215,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"26","issue":null,"first_page":"2265","last_page":"2268"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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/T10985","display_name":"Sleep and Wakefulness Research","score":0.9986000061035156,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9926999807357788,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.783429741859436},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.7303272485733032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.682033360004425},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.521335244178772},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.46293678879737854},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4235241711139679},{"id":"https://openalex.org/keywords/polysomnogram","display_name":"Polysomnogram","score":0.42153462767601013},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4189970791339874},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.408774733543396},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.25953012704849243},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23350265622138977},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.13396140933036804}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.783429741859436},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.7303272485733032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.682033360004425},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.521335244178772},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.46293678879737854},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4235241711139679},{"id":"https://openalex.org/C2909718394","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnogram","level":4,"score":0.42153462767601013},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4189970791339874},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.408774733543396},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25953012704849243},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23350265622138977},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.13396140933036804},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","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":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","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":3,"locations":[{"id":"doi:10.1109/embc.2014.6944071","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2014.6944071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:25570439","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25570439","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},{"id":"pmh:oai:figshare.com:article/24305101","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Automatic_sleep_onset_detection_using_single_EEG_sensor/24305101","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Conference contribution"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/24305101","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Automatic_sleep_onset_detection_using_single_EEG_sensor/24305101","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Conference contribution"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W653301361","https://openalex.org/W1494388112","https://openalex.org/W1681364718","https://openalex.org/W1699209025","https://openalex.org/W1867460836","https://openalex.org/W1981306249","https://openalex.org/W1982754133","https://openalex.org/W1987635040","https://openalex.org/W1998795199","https://openalex.org/W2026930027","https://openalex.org/W2037271325","https://openalex.org/W2096609934","https://openalex.org/W2101194023","https://openalex.org/W2104710449","https://openalex.org/W2306289139","https://openalex.org/W2525537354","https://openalex.org/W2884525847","https://openalex.org/W3022302886","https://openalex.org/W3041204925","https://openalex.org/W3152633770","https://openalex.org/W6621714620","https://openalex.org/W6635045234","https://openalex.org/W6639190823","https://openalex.org/W6698125612","https://openalex.org/W6776930347","https://openalex.org/W6781185623","https://openalex.org/W6836080689"],"related_works":["https://openalex.org/W2980868362","https://openalex.org/W2625395738","https://openalex.org/W151046445","https://openalex.org/W1970226014","https://openalex.org/W3194573490","https://openalex.org/W3209087665","https://openalex.org/W2412474591","https://openalex.org/W4390146185","https://openalex.org/W2609706945","https://openalex.org/W2084125138"],"abstract_inverted_index":{"Sleep":[0,179],"has":[1,226],"been":[2],"shown":[3],"to":[4,105,208],"be":[5],"imperative":[6],"for":[7,44,109,196,231],"the":[8,23,87,95,115,118,175,187,209,213,229],"health":[9],"and":[10,76,122,171],"well-being":[11],"of":[12,29,73,90,117,133,138,163,178,212],"an":[13],"individual.":[14],"To":[15,113],"design":[16],"intelligent":[17,237],"sleep":[18,30,45,110,139,146,168,197,238],"management":[19],"tools,":[20],"such":[21],"as":[22,186],"music-induce":[24],"sleep-aid":[25],"device,":[26],"automatic":[27],"detection":[28],"onset":[31,46,111,198],"is":[32,202],"critical.":[33],"In":[34,141],"this":[35,185],"work,":[36],"we":[37],"propose":[38],"a":[39,57,62,81,106,157,193],"simple":[40],"yet":[41],"accurate":[42],"method":[43,67],"prediction,":[47],"which":[48,134,216],"merely":[49],"relies":[50],"on":[51,235],"Electroencephalogram":[52],"(EEG)":[53],"signal":[54],"acquired":[55],"from":[56,128,144],"single":[58],"frontal":[59],"electrode":[60],"in":[61],"wireless":[63],"headband.":[64],"The":[65,98,200,224],"proposed":[66],"first":[68],"extracts":[69],"energy":[70],"power":[71],"ratio":[72],"theta":[74],"(4-8Hz)":[75],"alpha":[77],"(8-12Hz)":[78],"bands":[79],"along":[80,94],"3-second":[82],"shifting":[83],"window,":[84],"then":[85,103,153],"calculates":[86],"slow":[88,100],"wave":[89],"each":[91,132],"frequency":[92],"band":[93],"time":[96],"domain.":[97],"resulting":[99],"waves":[101],"are":[102],"fed":[104],"rule-based":[107],"engine":[108],"detection.":[112,199],"evaluate":[114],"effectiveness":[116],"approach,":[119],"polysomnographic":[120],"(PSG)":[121],"headband":[123],"EEG":[124],"signals":[125],"were":[126,148],"obtained":[127],"20":[129],"healthy":[130],"adults,":[131],"underwent":[135],"2":[136],"sessions":[137],"events.":[140],"total,":[142],"data":[143],"40":[145],"events":[147],"collected.":[149],"Each":[150],"recording":[151],"was":[152],"analyzed":[154],"offline":[155],"by":[156,173],"PSG":[158,164],"technologist":[159],"via":[160],"visual":[161],"observation":[162],"waveforms,":[165],"who":[166],"annotated":[167],"stages":[169],"N1":[170],"N2":[172],"using":[174],"American":[176],"Academy":[177],"Medicine":[180],"(AASM)":[181],"scoring":[182],"rules.":[183],"Using":[184],"gold":[188],"standard,":[189],"our":[190,232],"approach":[191,225],"achieved":[192],"87.5%":[194],"accuracy":[195],"result":[201],"better":[203],"or":[204],"at":[205],"least":[206],"comparable":[207],"other":[210],"state":[211],"art":[214],"methods":[215],"use":[217],"either":[218],"multi-or":[219],"single-":[220],"channel":[221],"based":[222],"data.":[223],"laid":[227],"down":[228],"foundations":[230],"future":[233],"work":[234],"developing":[236],"aid":[239],"devices.":[240]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
