{"id":"https://openalex.org/W4200483502","doi":"https://doi.org/10.1109/embc46164.2021.9630423","title":"Investigation of Machine Learning and Deep Learning Approaches for Detection of Mild Traumatic Brain Injury from Human Sleep Electroencephalogram","display_name":"Investigation of Machine Learning and Deep Learning Approaches for Detection of Mild Traumatic Brain Injury from Human Sleep Electroencephalogram","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200483502","doi":"https://doi.org/10.1109/embc46164.2021.9630423","pmid":"https://pubmed.ncbi.nlm.nih.gov/34892516"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630423","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630423","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; 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/A5015811176","display_name":"Manoj Vishwanath","orcid":"https://orcid.org/0000-0003-4323-0255"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manoj Vishwanath","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034538373","display_name":"Salar Jafarlou","orcid":"https://orcid.org/0000-0002-9706-0901"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Salar Jafarlou","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, CA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055844880","display_name":"Ikhwan Shin","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ikhwan Shin","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007817952","display_name":"Nikil Dutt","orcid":"https://orcid.org/0000-0002-3060-8119"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikil Dutt","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, CA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042140592","display_name":"Amir M. Rahmani","orcid":"https://orcid.org/0000-0003-0725-1155"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir M. Rahmani","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, CA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108657528","display_name":"Carolyn E. Jones","orcid":"https://orcid.org/0000-0002-7673-0275"},"institutions":[{"id":"https://openalex.org/I165690674","display_name":"Oregon Health & Science University","ror":"https://ror.org/009avj582","country_code":"US","type":"education","lineage":["https://openalex.org/I165690674"]},{"id":"https://openalex.org/I4210144745","display_name":"VA Portland Health Care System","ror":"https://ror.org/054484h93","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210144745"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carolyn E. Jones","raw_affiliation_strings":["Oregon Health Science University, Portland, OR, 97239","VA Portland Health Care System, Portland, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon Health Science University, Portland, OR, 97239","institution_ids":["https://openalex.org/I165690674"]},{"raw_affiliation_string":"VA Portland Health Care System, Portland, OR, USA","institution_ids":["https://openalex.org/I4210144745"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079570815","display_name":"Miranda M. Lim","orcid":"https://orcid.org/0000-0003-3876-3196"},"institutions":[{"id":"https://openalex.org/I165690674","display_name":"Oregon Health & Science University","ror":"https://ror.org/009avj582","country_code":"US","type":"education","lineage":["https://openalex.org/I165690674"]},{"id":"https://openalex.org/I4210144745","display_name":"VA Portland Health Care System","ror":"https://ror.org/054484h93","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210144745"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miranda M. Lim","raw_affiliation_strings":["Oregon Health Science University, Portland, OR, 97239","VA Portland Health Care System, Portland, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon Health Science University, Portland, OR, 97239","institution_ids":["https://openalex.org/I165690674"]},{"raw_affiliation_string":"VA Portland Health Care System, Portland, OR, USA","institution_ids":["https://openalex.org/I4210144745"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038366927","display_name":"Hung Cao","orcid":"https://orcid.org/0000-0003-4197-7208"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hung Cao","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of California, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.756,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.63909091,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"6134","last_page":"6137"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T13471","display_name":"Cognitive Functions and Memory","score":0.9810000061988831,"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/traumatic-brain-injury","display_name":"Traumatic brain injury","score":0.7114790678024292},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6744488477706909},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.6002315878868103},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4851587414741516},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4525354504585266},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.43592286109924316},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.43334463238716125},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4104892611503601},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.40091291069984436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38623520731925964},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3838203549385071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3640020489692688},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3449190855026245},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.33004575967788696},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.19379442930221558}],"concepts":[{"id":"https://openalex.org/C2781017439","wikidata":"https://www.wikidata.org/wiki/Q1995526","display_name":"Traumatic brain injury","level":2,"score":0.7114790678024292},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6744488477706909},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.6002315878868103},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4851587414741516},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4525354504585266},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.43592286109924316},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.43334463238716125},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4104892611503601},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.40091291069984436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38623520731925964},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3838203549385071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3640020489692688},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3449190855026245},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.33004575967788696},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.19379442930221558},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"D001924","descriptor_name":"Brain Concussion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001924","descriptor_name":"Brain Concussion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001924","descriptor_name":"Brain Concussion","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9630423","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630423","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34892516","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34892516","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":[{"score":0.4099999964237213,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1966769360","https://openalex.org/W2090555468","https://openalex.org/W2132029553","https://openalex.org/W2473480129","https://openalex.org/W2596622414","https://openalex.org/W2741907166","https://openalex.org/W2773394150","https://openalex.org/W3014658201","https://openalex.org/W3082329202","https://openalex.org/W3122172999","https://openalex.org/W3132373197","https://openalex.org/W3133192619","https://openalex.org/W3154915427","https://openalex.org/W6734701178"],"related_works":["https://openalex.org/W2149145101","https://openalex.org/W2376105158","https://openalex.org/W2326314491","https://openalex.org/W4232204633","https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2508346598","https://openalex.org/W2980868362","https://openalex.org/W2130428257","https://openalex.org/W4390146185"],"abstract_inverted_index":{"Traumatic":[0],"Brain":[1],"Injury":[2],"(TBI)":[3],"is":[4,46,52,208],"a":[5,69,84,163,190,244,275],"highly":[6,78,150],"prevalent":[7],"and":[8,42,82,91,104,169,184,232,252,255,266],"serious":[9],"public":[10],"health":[11,132],"concern.":[12],"Most":[13],"cases":[14],"of":[15,97,107,117,122,145,155,166,179,192,213,226,247],"TBI":[16,89,214,280],"are":[17,38,259],"mild":[18,156],"in":[19,59,127,131,152,228,234,291,302],"nature,":[20],"yet":[21],"some":[22,116],"individuals":[23],"may":[24],"develop":[25],"following-up":[26],"persistent":[27,35,62],"disability.":[28,63],"The":[29,64,219],"pathophysiologic":[30],"causes":[31],"for":[32,88,125,210],"those":[33,60],"with":[34,61,162,195,223,263],"postconcussive":[36],"symptoms":[37],"most":[39],"likely":[40],"multifactorial":[41],"the":[43,94,105,118,153,177,211],"underlying":[44],"mechanism":[45],"not":[47,282],"well":[48],"understood,":[49],"although":[50],"it":[51],"clear":[53],"that":[54],"sleep":[55,65,196],"disturbances":[56],"feature":[57],"prominently":[58],"electroencephalogram":[66],"(EEG)":[67],"provides":[68],"direct":[70],"window":[71],"into":[72],"neuronal":[73],"activity":[74],"during":[75],"an":[76,158,224],"otherwise":[77,159],"stereotyped":[79],"behavioral":[80],"state,":[81],"represents":[83],"promising":[85,222],"quantitative":[86],"measure":[87],"diagnosis":[90],"prognosis.":[92],"With":[93],"ever-evolving":[95],"domain":[96],"machine":[98,181],"learning,":[99],"deep":[100,185],"convolutional":[101],"neural":[102,186],"networks,":[103],"development":[106],"better":[108],"architectures,":[109],"these":[110],"approaches":[111],"hold":[112],"promise":[113],"to":[114,140,273,278],"solve":[115],"long":[119],"entrenched":[120],"challenges":[121],"personalized":[123],"medicine":[124],"uses":[126],"recommendation":[128],"systems":[129],"and/or":[130],"monitoring":[133],"systems.":[134],"In":[135,172],"particular,":[136],"advanced":[137],"EEG":[138,143,197,296],"analysis":[139],"identify":[141],"putative":[142],"biomarkers":[144],"neurological":[146],"disease":[147],"could":[148],"be":[149,271],"relevant":[151],"prognostication":[154],"TBI,":[157],"heterogeneous":[160],"disorder":[161],"wide":[164],"range":[165],"affected":[167],"phenotypes":[168],"disability":[170],"levels.":[171],"this":[173],"work,":[174],"we":[175,269],"investigate":[176],"use":[178],"various":[180],"learning":[182],"techniques":[183],"network":[187],"architectures":[188],"on":[189],"cohort":[191],"human":[193],"subjects":[194,248,251],"recordings":[198],"from":[199,299],"overnight,":[200],"in-lab,":[201],"diagnostic":[202],"polysomnography":[203],"(PSG).":[204],"An":[205],"optimal":[206],"scheme":[207],"explored":[209],"classification":[212],"versus":[215],"non-TBI":[216],"control":[217],"subjects.":[218],"results":[220],"were":[221,241],"accuracy":[225],"\u223c95%":[227],"random":[229],"sampling":[230],"arrangement":[231,237],"\u223c70%":[233],"independent":[235],"validation":[236],"when":[238],"appropriate":[239],"parameters":[240],"used":[242],"using":[243],"small":[245],"number":[246],"(10":[249],"mTBI":[250],"9":[253],"age-":[254],"sex-matched":[256],"controls).":[257],"We":[258],"thus":[260],"confident":[261],"that,":[262],"additional":[264],"data":[265,297],"further":[267],"studies,":[268],"would":[270],"able":[272],"build":[274],"generalized":[276],"model":[277],"detect":[279],"accurately,":[281],"only":[283],"via":[284],"attended,":[285],"in-lab":[286],"PSG":[287],"recordings,":[288],"but":[289],"also":[290],"practical":[292],"scenarios":[293],"such":[294],"as":[295],"obtained":[298],"simple":[300],"wearables":[301],"daily":[303],"life.":[304]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
