{"id":"https://openalex.org/W2979856337","doi":"https://doi.org/10.1109/embc.2019.8857552","title":"Ictal autonomic activity recorded via wearable-sensors plus machine learning can discriminate epileptic and psychogenic nonepileptic seizures","display_name":"Ictal autonomic activity recorded via wearable-sensors plus machine learning can discriminate epileptic and psychogenic nonepileptic seizures","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2979856337","doi":"https://doi.org/10.1109/embc.2019.8857552","mag":"2979856337","pmid":"https://pubmed.ncbi.nlm.nih.gov/31946633"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857552","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857552","pdf_url":"https://ieeexplore.ieee.org/ielx7/8844528/8856280/08857552.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/8844528/8856280/08857552.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020132860","display_name":"Andras Zsom","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"A. Zsom","raw_affiliation_strings":["Center for Computation and Visualization, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Computation and Visualization, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023079240","display_name":"W. Curt LaFrance","orcid":"https://orcid.org/0000-0002-4901-3852"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"W.C. LaFrance","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004546692","display_name":"A.S. Blum","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A.S. Blum","raw_affiliation_strings":["Department of Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010527778","display_name":"Pao Li","orcid":"https://orcid.org/0000-0002-5386-9397"},"institutions":[{"id":"https://openalex.org/I2800446032","display_name":"Rhode Island Hospital","ror":"https://ror.org/01aw9fv09","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800446032","https://openalex.org/I4210151747"]},{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P. Li","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I2800446032","https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090236576","display_name":"Lama Abdel-Wahed","orcid":"https://orcid.org/0000-0002-0493-5968"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]},{"id":"https://openalex.org/I2800446032","display_name":"Rhode Island Hospital","ror":"https://ror.org/01aw9fv09","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800446032","https://openalex.org/I4210151747"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L.A. Wahed","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I2800446032","https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108694315","display_name":"M.A. Shaikh","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M.A. Shaikh","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109966371","display_name":"Ganpat Lal Sharma","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]},{"id":"https://openalex.org/I2800446032","display_name":"Rhode Island Hospital","ror":"https://ror.org/01aw9fv09","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800446032","https://openalex.org/I4210151747"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Sharma","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I2800446032","https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045841895","display_name":"Rebecca Ranieri","orcid":null},"institutions":[{"id":"https://openalex.org/I2800446032","display_name":"Rhode Island Hospital","ror":"https://ror.org/01aw9fv09","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800446032","https://openalex.org/I4210151747"]},{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"R. Ranieri","raw_affiliation_strings":["Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I2800446032","https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021661999","display_name":"Liuting Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Zhang","raw_affiliation_strings":["Department of Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044545462","display_name":"Shawn Tsekhan","orcid":null},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Tsekhan","raw_affiliation_strings":["Department of Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006043313","display_name":"Tahir Hamid","orcid":"https://orcid.org/0000-0002-5339-159X"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"T. Hamid","raw_affiliation_strings":["Department of Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059558552","display_name":"Janette N. Levin","orcid":"https://orcid.org/0000-0003-4162-3442"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Levin","raw_affiliation_strings":["Department of Neurology, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082964970","display_name":"Wilson Truccolo","orcid":"https://orcid.org/0000-0002-4444-3917"},"institutions":[{"id":"https://openalex.org/I1314596251","display_name":"Allen Institute for Brain Science","ror":"https://ror.org/00dcv1019","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314596251","https://openalex.org/I4210140341"]},{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"W. Truccolo","raw_affiliation_strings":["Department of Neuroscience & Carney Institute for Brain Science, Brown University, Providence, RI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neuroscience & Carney Institute for Brain Science, Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330","https://openalex.org/I1314596251"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5020132860"],"corresponding_institution_ids":["https://openalex.org/I27804330"],"apc_list":null,"apc_paid":null,"fwci":1.7637,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.84242192,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2019","issue":null,"first_page":"3502","last_page":"3506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11334","display_name":"Psychosomatic Disorders and Their Treatments","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11334","display_name":"Psychosomatic Disorders and Their Treatments","score":1.0,"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/T10094","display_name":"Epilepsy research and treatment","score":0.9993000030517578,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/psychogenic-disease","display_name":"Psychogenic disease","score":0.8060932159423828},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6966925859451294},{"id":"https://openalex.org/keywords/ictal","display_name":"Ictal","score":0.5502557158470154},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5475233793258667},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.5322579741477966},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.501384973526001},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.49090248346328735},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4853045344352722},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3977638781070709},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39702004194259644},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3913991451263428},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3520916998386383},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32211416959762573},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.17650243639945984},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.13980922102928162},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.07728329300880432}],"concepts":[{"id":"https://openalex.org/C160146798","wikidata":"https://www.wikidata.org/wiki/Q2471453","display_name":"Psychogenic disease","level":2,"score":0.8060932159423828},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6966925859451294},{"id":"https://openalex.org/C17755696","wikidata":"https://www.wikidata.org/wiki/Q16564780","display_name":"Ictal","level":3,"score":0.5502557158470154},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5475233793258667},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.5322579741477966},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.501384973526001},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.49090248346328735},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4853045344352722},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3977638781070709},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39702004194259644},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3913991451263428},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3520916998386383},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32211416959762573},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.17650243639945984},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.13980922102928162},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.07728329300880432},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"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":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001341","descriptor_name":"Autonomic Nervous System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001341","descriptor_name":"Autonomic Nervous System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001341","descriptor_name":"Autonomic Nervous System","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":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2019.8857552","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857552","pdf_url":"https://ieeexplore.ieee.org/ielx7/8844528/8856280/08857552.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31946633","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31946633","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:europepmc.org:6729933","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC7821908","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7821908","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7821908","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annu Int Conf IEEE Eng Med Biol Soc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/embc.2019.8857552","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857552","pdf_url":"https://ieeexplore.ieee.org/ielx7/8844528/8856280/08857552.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6700000166893005,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2979856337.pdf","grobid_xml":"https://content.openalex.org/works/W2979856337.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1514938674","https://openalex.org/W1946832819","https://openalex.org/W1972533436","https://openalex.org/W2016462895","https://openalex.org/W2019224077","https://openalex.org/W2024404908","https://openalex.org/W2039026888","https://openalex.org/W2062442253","https://openalex.org/W2093107826","https://openalex.org/W2101188542","https://openalex.org/W2102428405","https://openalex.org/W2103043579","https://openalex.org/W2138499982","https://openalex.org/W2141200312","https://openalex.org/W2170302766","https://openalex.org/W2276434259","https://openalex.org/W2295598076","https://openalex.org/W2735733017","https://openalex.org/W2762473351","https://openalex.org/W2764203772","https://openalex.org/W2904978660","https://openalex.org/W3102476541"],"related_works":["https://openalex.org/W4234815911","https://openalex.org/W2071037886","https://openalex.org/W2075017247","https://openalex.org/W1988222024","https://openalex.org/W3133818865","https://openalex.org/W1577765718","https://openalex.org/W2912009469","https://openalex.org/W2063063832","https://openalex.org/W2339054921","https://openalex.org/W2041401787"],"abstract_inverted_index":{"Differentiating":[0],"epileptic":[1,89,232],"seizures":[2,7,27,108],"(ES)":[3],"and":[4,14,58,145,148,156,180,227,231],"psychogenic":[5,230],"nonepileptic":[6],"(PNES)":[8],"is":[9,93,237],"commonly":[10],"based":[11,31,126],"on":[12,32,51,80,127,200],"electroencephalogram":[13],"concurrent":[15],"video":[16],"recordings":[17],"(vEEG).":[18],"Here,":[19],"we":[20],"demonstrate":[21],"that":[22,170,215],"these":[23],"two":[24],"types":[25],"of":[26,76,100,113,122,134,193,229,244],"can":[28],"be":[29],"discriminated":[30],"signals":[33,202,224],"related":[34,152],"to":[35,62,153,189,203,239],"autonomic":[36,135,201,216],"nervous":[37],"system":[38],"activity":[39,136,158,182,217],"recorded":[40,218],"via":[41,219],"wearable":[42,220],"sensors.":[43],"We":[44,168],"used":[45],"Empatica":[46],"E4":[47],"Wristband":[48],"sensors":[49,221],"worn":[50],"both":[52],"arms":[53],"in":[54,165],"vEEG":[55],"confirmed":[56],"seizures,":[57,196,233],"machine":[59],"learning":[60],"methods":[61],"train":[63],"classifiers,":[64],"specifically,":[65],"extreme":[66],"gradient":[67],"boosting":[68],"(XGBoost).":[69],"Classification":[70],"performance":[71],"achieved":[72],"a":[73,86,175],"predictive":[74,242],"accuracy":[75],"78":[77],"\u00b1":[78],"1.5%":[79],"previously":[81],"unseen":[82],"data":[83],"for":[84,225],"whether":[85],"seizure":[87,123],"was":[88,125],"or":[90,206],"psychogenic,":[91],"which":[92,114],"6":[94],"standard":[95],"deviations":[96],"above":[97],"the":[98,132,162,241,245],"baseline":[99],"68%":[101],"accuracy.":[102],"Our":[103,212],"dataset":[104],"contained":[105],"altogether":[106],"35":[107],"from":[109,131,210],"18":[110],"patients":[111,116,171,184],"out":[112],"8":[115],"had":[117,174],"13":[118],"convulsive":[119,195,205],"seizures.":[120],"Prediction":[121],"type":[124],"simple":[128],"features":[129],"derived":[130],"segments":[133],"measurements":[137],"(electrodermal":[138],"activity,":[139],"body":[140],"temperature,":[141],"blood":[142],"volume":[143],"pulse,":[144],"heart":[146,154,178],"rate)":[147],"forearm":[149],"acceleration.":[150],"Features":[151],"rate":[155,179],"electrodermal":[157,181],"were":[159],"ranked":[160],"as":[161],"top":[163],"predictors":[164],"XGBoost":[166],"classifiers.":[167],"found":[169],"with":[172,185],"PNES":[173],"higher":[176],"ictal":[177],"than":[183],"ES.":[186],"In":[187],"contrast":[188],"existing":[190],"published":[191],"studies":[192],"mainly":[194],"our":[197],"classifier":[198],"focuses":[199],"differentiate":[204],"nonconvulsive":[207],"semiology":[208],"ES":[209],"PNES.":[211],"results":[213],"show":[214],"provides":[222],"promising":[223],"detection":[226],"discrimination":[228],"but":[234],"more":[235],"work":[236],"necessary":[238],"improve":[240],"power":[243],"model.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2026-05-01T08:36:08.643496","created_date":"2025-10-10T00:00:00"}