{"id":"https://openalex.org/W4313389763","doi":"https://doi.org/10.3389/fninf.2022.1040084","title":"A hybrid unsupervised and supervised learning approach for postictal generalized EEG suppression detection","display_name":"A hybrid unsupervised and supervised learning approach for postictal generalized EEG suppression detection","publication_year":2022,"publication_date":"2022-12-19","ids":{"openalex":"https://openalex.org/W4313389763","doi":"https://doi.org/10.3389/fninf.2022.1040084","pmid":"https://pubmed.ncbi.nlm.nih.gov/36601382"},"language":"en","primary_location":{"id":"doi:10.3389/fninf.2022.1040084","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2022.1040084","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2022.1040084/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fninf.2022.1040084/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100633216","display_name":"Xiaojin Li","orcid":"https://orcid.org/0000-0003-2273-186X"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaojin Li","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101595934","display_name":"Yan Huang","orcid":"https://orcid.org/0000-0002-6578-2379"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Huang","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090124814","display_name":"Samden Lhatoo","orcid":"https://orcid.org/0000-0002-0260-3855"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samden D. Lhatoo","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063163780","display_name":"Shiqiang Tao","orcid":"https://orcid.org/0000-0003-1515-3184"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiqiang Tao","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018640104","display_name":"Laura Vilella Bertran","orcid":null},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laura Vilella Bertran","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392487","display_name":"Guo\u2010Qiang Zhang","orcid":"https://orcid.org/0000-0002-3663-1109"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Guo-Qiang Zhang","raw_affiliation_strings":["Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049834185","display_name":"Licong Cui","orcid":"https://orcid.org/0000-0001-5549-8780"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Licong Cui","raw_affiliation_strings":["School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States","Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]},{"raw_affiliation_string":"Texas Institute for Restorative Neurotechnologies, The University of Texas Health Science Center at Houston, Houston, TX, United States","institution_ids":["https://openalex.org/I919571938"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5049834185","https://openalex.org/A5100392487"],"corresponding_institution_ids":["https://openalex.org/I919571938"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":0.1184,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.4594274,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"16","issue":null,"first_page":"1040084","last_page":"1040084"},"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/T10094","display_name":"Epilepsy research and treatment","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental 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/T11447","display_name":"Blind Source Separation Techniques","score":0.9932000041007996,"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/electroencephalography","display_name":"Electroencephalography","score":0.7989640235900879},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.619259238243103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5123172998428345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.504785418510437},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4726994037628174},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36418843269348145},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.20994573831558228},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2098173201084137}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7989640235900879},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.619259238243103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5123172998428345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.504785418510437},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4726994037628174},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36418843269348145},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.20994573831558228},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2098173201084137}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fninf.2022.1040084","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2022.1040084","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2022.1040084/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},{"id":"pmid:36601382","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36601382","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":"Frontiers in neuroinformatics","raw_type":null},{"id":"pmh:oai:digitalcommons.library.tmc.edu:uthmed_docs-2448","is_oa":false,"landing_page_url":"https://digitalcommons.library.tmc.edu/uthmed_docs/1471","pdf_url":null,"source":{"id":"https://openalex.org/S4377196655","display_name":"Digital Commons-TMC (Texas Medical Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1337852284","host_organization_name":"Texas Medical Center","host_organization_lineage":["https://openalex.org/I1337852284"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal Articles","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:398c3117a836447ca825df3c8476e351","is_oa":true,"landing_page_url":"https://doaj.org/article/398c3117a836447ca825df3c8476e351","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":"Frontiers in Neuroinformatics, Vol 16 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9806125","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9806125","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":"Front Neuroinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fninf.2022.1040084","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2022.1040084","pdf_url":"https://www.frontiersin.org/articles/10.3389/fninf.2022.1040084/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8700000047683716}],"awards":[{"id":"https://openalex.org/G76504394","display_name":null,"funder_award_id":"R01NS116287","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313389763.pdf","grobid_xml":"https://content.openalex.org/works/W4313389763.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1524327358","https://openalex.org/W1589606770","https://openalex.org/W1632222318","https://openalex.org/W1973172826","https://openalex.org/W1975190957","https://openalex.org/W1976756294","https://openalex.org/W1978437325","https://openalex.org/W2007221293","https://openalex.org/W2021589706","https://openalex.org/W2024482587","https://openalex.org/W2033172224","https://openalex.org/W2038235993","https://openalex.org/W2058807024","https://openalex.org/W2065454702","https://openalex.org/W2077640225","https://openalex.org/W2079476861","https://openalex.org/W2080360580","https://openalex.org/W2101709445","https://openalex.org/W2102338788","https://openalex.org/W2111125935","https://openalex.org/W2115431794","https://openalex.org/W2115755118","https://openalex.org/W2128723763","https://openalex.org/W2134050473","https://openalex.org/W2135415803","https://openalex.org/W2135909881","https://openalex.org/W2144178926","https://openalex.org/W2150387110","https://openalex.org/W2163331567","https://openalex.org/W2165294408","https://openalex.org/W2168634156","https://openalex.org/W2172144598","https://openalex.org/W2237410055","https://openalex.org/W2294703004","https://openalex.org/W2299695249","https://openalex.org/W2402431342","https://openalex.org/W2498582720","https://openalex.org/W2588327383","https://openalex.org/W2767304442","https://openalex.org/W2803437104","https://openalex.org/W2885104924","https://openalex.org/W2894064352","https://openalex.org/W2911964244","https://openalex.org/W2920791392","https://openalex.org/W2993207219","https://openalex.org/W3005694506","https://openalex.org/W3026569838","https://openalex.org/W3034193986","https://openalex.org/W3035350226","https://openalex.org/W3037969342","https://openalex.org/W3082134234","https://openalex.org/W3095898337","https://openalex.org/W3108107453","https://openalex.org/W3113903945","https://openalex.org/W3115107096","https://openalex.org/W3115316562","https://openalex.org/W3115376248","https://openalex.org/W3116097222","https://openalex.org/W3119711758","https://openalex.org/W3122940034","https://openalex.org/W3128295684","https://openalex.org/W3156656027","https://openalex.org/W3163064080","https://openalex.org/W3176534999","https://openalex.org/W4200168485","https://openalex.org/W4220999519","https://openalex.org/W4292299650","https://openalex.org/W4301172471","https://openalex.org/W6639175750","https://openalex.org/W6675059283","https://openalex.org/W6675180607","https://openalex.org/W6677929710","https://openalex.org/W6777357791","https://openalex.org/W6797293187","https://openalex.org/W6803121015"],"related_works":["https://openalex.org/W2395385109","https://openalex.org/W2773633178","https://openalex.org/W2802335767","https://openalex.org/W2080101436","https://openalex.org/W4388090985","https://openalex.org/W2922348724","https://openalex.org/W2356350882","https://openalex.org/W200322357","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Sudden":[0],"unexpected":[1],"death":[2],"of":[3,12,19,45,85,134,148,184,206,213,221],"epilepsy":[4,13,108],"(SUDEP)":[5],"is":[6,15,64,164],"a":[7,65,82,141,176,182,201,208],"catastrophic":[8],"and":[9,14,43,47,124,150,215],"fatal":[10],"complication":[11],"the":[16,50,132,146],"primary":[17],"cause":[18],"mortality":[20],"in":[21,107],"those":[22],"who":[23],"have":[24,31,73,91],"uncontrolled":[25],"seizures.":[26],"While":[27],"several":[28],"multifactorial":[29],"processes":[30],"been":[32,92],"implicated":[33],"including":[34],"cardiac,":[35],"respiratory,":[36],"autonomic":[37],"dysfunction":[38],"leading":[39],"to":[40,94,117,130,166,193,243],"arrhythmia,":[41],"hypoxia,":[42],"cessation":[44],"cerebral":[46],"brainstem":[48],"function,":[49],"mechanisms":[51],"underlying":[52],"SUDEP":[53,100],"are":[54],"not":[55],"completely":[56],"understood.":[57],"Postictal":[58],"generalized":[59],"electroencephalogram":[60],"(EEG)":[61],"suppression":[62],"(PGES)":[63],"potential":[66],"risk":[67,84,101],"marker":[68],"for":[69,99,153,180],"SUDEP,":[70],"as":[71,121],"studies":[72],"shown":[74],"that":[75,144,235],"prolonged":[76],"PGES":[77,88,97,154,195],"was":[78],"significantly":[79],"associated":[80],"with":[81,170,224],"higher":[83],"SUDEP.":[86],"Automated":[87],"detection":[89,155,196,204,211],"techniques":[90],"developed":[93],"efficiently":[95],"obtain":[96],"durations":[98],"assessment.":[102],"However,":[103],"real-world":[104],"data":[105],"recorded":[106],"monitoring":[109],"units":[110],"(EMUs)":[111],"may":[112],"contain":[113],"high-amplitude":[114],"signals":[115],"due":[116],"physiological":[118],"artifacts,":[119,126],"such":[120],"breathing,":[122],"muscle,":[123],"movement":[125],"making":[127],"it":[128],"difficult":[129],"determine":[131],"end":[133],"PGES.":[135],"In":[136],"this":[137],"paper,":[138],"we":[139],"present":[140],"hybrid":[142,237],"approach":[143,199,238],"combines":[145],"benefits":[147],"unsupervised":[149],"supervised":[151],"learning":[152,178],"using":[156,228],"multi-channel":[157],"EEG":[158,168,226],"recordings.":[159],"A":[160],"K-means":[161],"clustering":[162,191],"model":[163],"leveraged":[165],"group":[167],"recordings":[169,227],"similar":[171],"artifact":[172],"features.":[173],"We":[174],"introduce":[175],"new":[177],"strategy":[179],"training":[181],"set":[183],"random":[185],"forest":[186],"(RF)":[187],"models":[188],"based":[189],"on":[190],"results":[192,233],"improve":[194],"performance.":[197],"Our":[198],"achieved":[200],"5-second":[202],"tolerance-based":[203,210],"accuracy":[205,212],"64.92%,":[207],"10-second":[209],"79.85%,":[214],"an":[216],"average":[217],"predicted":[218],"time":[219],"distance":[220],"8.26":[222],"seconds":[223],"286":[225],"leave-one-out":[229],"(LOO)":[230],"cross-validation.":[231],"The":[232],"demonstrated":[234],"our":[236],"provided":[239],"better":[240],"performance":[241],"compared":[242],"other":[244],"existing":[245],"approaches.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
