{"id":"https://openalex.org/W2995904286","doi":"https://doi.org/10.1109/tmi.2019.2958699","title":"EMS-Net: A Deep Learning Method for Autodetecting Epileptic Magnetoencephalography Spikes","display_name":"EMS-Net: A Deep Learning Method for Autodetecting Epileptic Magnetoencephalography Spikes","publication_year":2019,"publication_date":"2019-12-10","ids":{"openalex":"https://openalex.org/W2995904286","doi":"https://doi.org/10.1109/tmi.2019.2958699","mag":"2995904286","pmid":"https://pubmed.ncbi.nlm.nih.gov/31831410"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2019.2958699","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2019.2958699","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-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/A5100676892","display_name":"Li Zheng","orcid":"https://orcid.org/0000-0001-7248-2123"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Zheng","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7248-2123","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006645886","display_name":"Pan Liao","orcid":"https://orcid.org/0000-0002-7269-9231"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pan Liao","raw_affiliation_strings":["Beijing Intelligent Brain Cloud,b Inc., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Intelligent Brain Cloud,b Inc., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045094163","display_name":"Shen Luo","orcid":"https://orcid.org/0000-0003-1872-0076"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shen Luo","raw_affiliation_strings":["Beijing City Key Lab for Medical Physics and Engineering, Institution of Heavy Ion Physics, School of Physics, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1872-0076","affiliations":[{"raw_affiliation_string":"Beijing City Key Lab for Medical Physics and Engineering, Institution of Heavy Ion Physics, School of Physics, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029794662","display_name":"Jingwei Sheng","orcid":"https://orcid.org/0000-0001-8903-5020"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingwei Sheng","raw_affiliation_strings":["Beijing Quanmag Biomedicine Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Quanmag Biomedicine Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112627242","display_name":"Pengfei Teng","orcid":null},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210094824","display_name":"Beijing Sanbo Brain Hospital","ror":"https://ror.org/00jkncn63","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210094824"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Teng","raw_affiliation_strings":["Beijing Key Laboratory of Epilepsy, Sanbo Brain Hospistal, Capital Medical University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Epilepsy, Sanbo Brain Hospistal, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210094824"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005497382","display_name":"Guoming Luan","orcid":"https://orcid.org/0000-0001-5084-2458"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210094824","display_name":"Beijing Sanbo Brain Hospital","ror":"https://ror.org/00jkncn63","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210094824"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoming Luan","raw_affiliation_strings":["Beijing Key Laboratory of Epilepsy, Sanbo Brain Hospistal, Capital Medical University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Epilepsy, Sanbo Brain Hospistal, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210094824"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006770666","display_name":"Jia\u2010Hong Gao","orcid":"https://orcid.org/0000-0002-9311-0297"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia-Hong Gao","raw_affiliation_strings":["Beijing City Key Lab for Medical Physics and Engineering, Institution of Heavy Ion Physics, School of Physics, Peking University, Beijing, China","Center for MRI Research, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9311-0297","affiliations":[{"raw_affiliation_string":"Beijing City Key Lab for Medical Physics and Engineering, Institution of Heavy Ion Physics, School of Physics, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Center for MRI Research, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2722,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.78911514,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"39","issue":"6","first_page":"1833","last_page":"1844"},"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":0.9994999766349792,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9869999885559082,"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/magnetoencephalography","display_name":"Magnetoencephalography","score":0.8346830010414124},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.6744164228439331},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6573814153671265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6081743836402893},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.5061065554618835},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4615049660205841},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.44693031907081604},{"id":"https://openalex.org/keywords/clinical-practice","display_name":"Clinical Practice","score":0.44538795948028564},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4301978349685669},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4295300841331482},{"id":"https://openalex.org/keywords/epileptic-seizure","display_name":"Epileptic seizure","score":0.4196326434612274},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40022432804107666},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.18594515323638916},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14545735716819763},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13351812958717346}],"concepts":[{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.8346830010414124},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.6744164228439331},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6573814153671265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6081743836402893},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.5061065554618835},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4615049660205841},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.44693031907081604},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.44538795948028564},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4301978349685669},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4295300841331482},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.4196326434612274},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40022432804107666},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.18594515323638916},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14545735716819763},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13351812958717346},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"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":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","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":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015225","descriptor_name":"Magnetoencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2019.2958699","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2019.2958699","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:31831410","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31831410","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1441013001","display_name":null,"funder_award_id":"KQTD2015033016104926","funder_id":"https://openalex.org/F4320335790","funder_display_name":"Shenzhen Peacock Plan"},{"id":"https://openalex.org/G1843774625","display_name":null,"funder_award_id":"81727808","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2367530907","display_name":null,"funder_award_id":"31421003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4907134851","display_name":null,"funder_award_id":"81,790,650","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6102494593","display_name":"\u8111\u8840\u6d41\u704c\u6ce8\u548c\u8111\u6c27\u4ee3\u8c22\u529f\u80fd\u78c1\u5171\u632f\u6210\u50cf\u7684\u5b9a\u91cf\u7814\u7a76","funder_award_id":"81430037","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7191359517","display_name":null,"funder_award_id":"Z171100000117012","funder_id":"https://openalex.org/F4320325902","funder_display_name":"Beijing Municipal Science and Technology Commission"},{"id":"https://openalex.org/G766031941","display_name":null,"funder_award_id":"81790651","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325902","display_name":"Beijing Municipal Science and Technology Commission","ror":null},{"id":"https://openalex.org/F4320335790","display_name":"Shenzhen Peacock Plan","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W606935894","https://openalex.org/W1582245736","https://openalex.org/W1921523184","https://openalex.org/W1966377049","https://openalex.org/W1967125431","https://openalex.org/W1967815854","https://openalex.org/W1972938712","https://openalex.org/W1975948719","https://openalex.org/W1999652607","https://openalex.org/W2048124453","https://openalex.org/W2052139561","https://openalex.org/W2062164080","https://openalex.org/W2062572512","https://openalex.org/W2063907707","https://openalex.org/W2089793733","https://openalex.org/W2093745412","https://openalex.org/W2097135525","https://openalex.org/W2097542981","https://openalex.org/W2112824349","https://openalex.org/W2118023920","https://openalex.org/W2130947713","https://openalex.org/W2215798403","https://openalex.org/W2271840356","https://openalex.org/W2317495993","https://openalex.org/W2402787549","https://openalex.org/W2476136361","https://openalex.org/W2518116921","https://openalex.org/W2530876040","https://openalex.org/W2553360915","https://openalex.org/W2589221278","https://openalex.org/W2702480631","https://openalex.org/W2741907166","https://openalex.org/W2757917505","https://openalex.org/W2768923342","https://openalex.org/W2773154894","https://openalex.org/W2773359360","https://openalex.org/W2774975003","https://openalex.org/W2804738787","https://openalex.org/W2807999635","https://openalex.org/W2896977870","https://openalex.org/W2963919481","https://openalex.org/W3099182125","https://openalex.org/W4238664500","https://openalex.org/W6640185926","https://openalex.org/W6694517276"],"related_works":["https://openalex.org/W2090251673","https://openalex.org/W3096545521","https://openalex.org/W2410200900","https://openalex.org/W2013261033","https://openalex.org/W2033211697","https://openalex.org/W2147388688","https://openalex.org/W3153433522","https://openalex.org/W2063347383","https://openalex.org/W2046429112","https://openalex.org/W2166624857"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,38,71,85],"a":[2,49,105,115],"neurological":[3],"disorder":[4],"characterized":[5],"by":[6],"sudden":[7],"and":[8,21,33,76,122,144,176],"unpredictable":[9],"epileptic":[10,54,56],"seizures,":[11],"which":[12],"incurs":[13],"significant":[14],"negative":[15],"impacts":[16],"on":[17,99,114],"patients'":[18],"physical,":[19],"psychological":[20],"social":[22],"health.":[23],"A":[24],"practical":[25],"approach":[26],"to":[27,39,44,60,120],"assist":[28],"with":[29,79],"the":[30,66,125,135,179],"clinical":[31,88],"assessment":[32],"treatment":[34],"planning":[35],"for":[36,82,93,139],"patients":[37],"process":[40],"magnetoencephalography":[41],"(MEG)":[42],"data":[43],"identify":[45],"epileptogenic":[46],"zones.":[47],"As":[48],"widely":[50],"accepted":[51],"biomarker":[52],"of":[53,69,134],"foci,":[55],"MEG":[57,94,109,129],"spikes":[58,70],"need":[59],"be":[61],"precisely":[62],"detected.":[63],"Given":[64],"that":[65,148],"visual":[67],"inspection":[68],"time":[72],"consuming,":[73],"an":[74],"automatic":[75],"efficient":[77],"system":[78],"adequate":[80],"accuracy":[81],"spike":[83,95,126],"detection":[84,111],"valuable":[86],"in":[87],"practice.":[89],"However,":[90],"current":[91],"approaches":[92],"autodetection":[96],"are":[97],"dependent":[98],"hand-engineered":[100],"features.":[101],"Here,":[102],"we":[103],"propose":[104],"novel":[106],"multiview":[107],"Epileptic":[108],"Spikes":[110],"algorithm":[112],"based":[113],"deep":[116],"learning":[117],"Network":[118],"(EMS-Net)":[119],"accurately":[121],"efficiently":[123],"recognize":[124],"events":[127],"from":[128],"raw":[130],"data.":[131],"The":[132],"results":[133],"leave-k-subject-out":[136],"validation":[137],"tests":[138],"multiple":[140],"datasets":[141],"(i.e.,":[142,154],"balanced":[143],"realistic":[145],"datasets)":[146],"showed":[147],"EMS-Net":[149],"achieved":[150],"state-of-the-art":[151],"classification":[152],"performance":[153],"accuracy:":[155],"91.82%":[156],"-":[157,161,165,169,174,182],"99.89%;":[158],"precision:":[159],"91.90%":[160],"99.45%;":[162],"sensitivity:":[163],"91.61%":[164],"99.53%;":[166],"specificity:":[167],"91.60%":[168],"99.96%;":[170],"f1":[171],"score:":[172],"91.70%":[173],"99.48%;":[175],"area":[177],"under":[178],"curve:":[180],"0.9688":[181],"0.9998).":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
