{"id":"https://openalex.org/W7225449869","doi":"https://doi.org/10.1002/epi.70573","title":"Two\u2010stage spatiotemporal graph neural network framework for seizure onset zone localization","display_name":"Two\u2010stage spatiotemporal graph neural network framework for seizure onset zone localization","publication_year":2026,"publication_date":"2026-11-07","ids":{"openalex":"https://openalex.org/W7225449869","doi":"https://doi.org/10.1002/epi.70573","pmid":"https://pubmed.ncbi.nlm.nih.gov/42997993"},"language":"en","primary_location":{"id":"doi:10.1002/epi.70573","doi":"https://doi.org/10.1002/epi.70573","is_oa":true,"landing_page_url":"https://doi.org/10.1002/epi.70573","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/epi.70573","source":{"id":"https://openalex.org/S203153751","display_name":"Epilepsia","issn_l":"0013-9580","issn":["0013-9580","1528-1157","1528-1167"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Epilepsia","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/epi.70573","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116380802","display_name":"Julie Le Tallec","orcid":"https://orcid.org/0009-0009-4092-7445","observed_orcids":["https://orcid.org/0009-0009-4092-7445"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CA","CH"],"is_corresponding":true,"raw_author_name":"Julie Le Tallec","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne  Lausanne Switzerland"],"raw_orcid":"https://orcid.org/0009-0009-4092-7445","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne  Lausanne Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022636344","display_name":"Ralph Saber","orcid":"https://orcid.org/0000-0003-4770-8631","observed_orcids":["https://orcid.org/0000-0003-4770-8631"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ralph Saber","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0000-0003-4770-8631","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063029290","display_name":"Amirhossein Jahani","orcid":"https://orcid.org/0009-0004-0901-2734","observed_orcids":["https://orcid.org/0009-0004-0901-2734"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amirhossein Jahani","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0009-0004-0901-2734","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074466328","display_name":"Guillaume Theaud","orcid":"https://orcid.org/0000-0002-8440-1009","observed_orcids":["https://orcid.org/0000-0002-8440-1009"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Guillaume Theaud","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Obaid Neuroimaging for Surgical Epilepsy Treatment Lab Centre de Recherche du Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0000-0002-8440-1009","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Obaid Neuroimaging for Surgical Epilepsy Treatment Lab Centre de Recherche du Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031463234","display_name":"Sami Oba\u00efd","orcid":"https://orcid.org/0000-0002-8650-2444","observed_orcids":["https://orcid.org/0000-0002-8650-2444"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sami Obaid","raw_affiliation_strings":["Department of Surgery Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Division of Neurosurgery Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Obaid Neuroimaging for Surgical Epilepsy Treatment Lab Centre de Recherche du Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0000-0002-8650-2444","affiliations":[{"raw_affiliation_string":"Department of Surgery Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I70931966"]},{"raw_affiliation_string":"Division of Neurosurgery Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Obaid Neuroimaging for Surgical Epilepsy Treatment Lab Centre de Recherche du Centre Hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101861941","display_name":"Dang Khoa Nguyen","orcid":"https://orcid.org/0000-0003-1550-4423","observed_orcids":["https://orcid.org/0000-0003-1550-4423"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dang Khoa Nguyen","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0000-0003-1550-4423","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028252666","display_name":"Elie Bou Assi","orcid":"https://orcid.org/0000-0001-8248-2565","observed_orcids":["https://orcid.org/0000-0001-8248-2565"]},"institutions":[{"id":"https://openalex.org/I4210142730","display_name":"Centre Hospitalier de l\u2019Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0410a8y51","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801902503","https://openalex.org/I4210139015","https://openalex.org/I4210142730","https://openalex.org/I4405279980"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Elie Bou Assi","raw_affiliation_strings":["Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada"],"raw_orcid":"https://orcid.org/0000-0001-8248-2565","affiliations":[{"raw_affiliation_string":"Centre de Recherche du Centre hospitalier de l'Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I4210142730"]},{"raw_affiliation_string":"Department of Neuroscience Universit\u00e9 de Montr\u00e9al  Montreal Quebec Canada","institution_ids":["https://openalex.org/I70931966"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5116380802"],"corresponding_institution_ids":["https://openalex.org/I4210142730","https://openalex.org/I5124864"],"apc_list":{"value":4360,"currency":"USD","value_usd":4360},"apc_paid":{"value":4360,"currency":"USD","value_usd":4360},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.5669000148773193,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/T10094","display_name":"Epilepsy research and treatment","score":0.5669000148773193,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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":0.41019999980926514,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/seizure-onset-zone-localization","display_name":"seizure onset zone localization","score":0.9990000128746033},{"id":"https://openalex.org/keywords/drug-resistant-epilepsy","display_name":"drug-resistant epilepsy","score":0.9399999976158142},{"id":"https://openalex.org/keywords/preoperative-assessment","display_name":"preoperative assessment","score":0.8690000176429749},{"id":"https://openalex.org/keywords/intracranial-eeg","display_name":"intracranial EEG","score":0.9649999737739563},{"id":"https://openalex.org/keywords/graph-neural-networks","display_name":"graph neural networks","score":0.8759999871253967},{"id":"https://openalex.org/keywords/seizure-onset-detection","display_name":"seizure onset detection","score":0.7369999885559082},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"functional connectivity","score":0.5770000219345093},{"id":"https://openalex.org/keywords/uncertainty-estimation","display_name":"uncertainty estimation","score":0.6200000047683716},{"id":"https://openalex.org/keywords/surgical-outcome-prediction","display_name":"surgical outcome prediction","score":0.6449999809265137},{"id":"https://openalex.org/keywords/decision-support","display_name":"decision support","score":0.5920000076293945}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6273000240325928},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6080999970436096},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5782999992370605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5415999889373779},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47929999232292175},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.46160000562667847},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.42080000042915344},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4016000032424927},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.37619999051094055},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.3720000088214874},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36250001192092896},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.36090001463890076},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.3118000030517578},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C134342201","wikidata":"https://www.wikidata.org/wiki/Q7246859","display_name":"Probabilistic neural network","level":4,"score":0.295199990272522},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C2780803581","wikidata":"https://www.wikidata.org/wiki/Q1347108","display_name":"Epilepsy surgery","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C57830394","wikidata":"https://www.wikidata.org/wiki/Q278079","display_name":"Posterior probability","level":3,"score":0.25450000166893005},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.25200000405311584}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/epi.70573","doi":"https://doi.org/10.1002/epi.70573","is_oa":true,"landing_page_url":"https://doi.org/10.1002/epi.70573","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/epi.70573","source":{"id":"https://openalex.org/S203153751","display_name":"Epilepsia","issn_l":"0013-9580","issn":["0013-9580","1528-1157","1528-1167"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Epilepsia","raw_type":"journal-article"},{"id":"pmid:42997993","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42997993","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,"listed_in":[],"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":"Epilepsia","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1002/epi.70573","doi":"https://doi.org/10.1002/epi.70573","is_oa":true,"landing_page_url":"https://doi.org/10.1002/epi.70573","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/epi.70573","source":{"id":"https://openalex.org/S203153751","display_name":"Epilepsia","issn_l":"0013-9580","issn":["0013-9580","1528-1157","1528-1167"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Epilepsia","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9476000070571899,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1699209288","display_name":null,"funder_award_id":"538852","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G4904893348","display_name":null,"funder_award_id":"04255","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G8911019825","display_name":"\u00c9tablissement de jeunes chercheurs","funder_award_id":"339991","funder_id":"https://openalex.org/F4320334618","funder_display_name":"Fonds de Recherche du Qu\u00e9bec - Sant\u00e9"}],"funders":[{"id":"https://openalex.org/F4320319880","display_name":"Government of Canada","ror":"https://ror.org/010q4q527"},{"id":"https://openalex.org/F4320321481","display_name":"Canada Excellence Research Chairs, Government of Canada","ror":"https://ror.org/02tvrwm90"},{"id":"https://openalex.org/F4320323175","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320334618","display_name":"Fonds de Recherche du Qu\u00e9bec - Sant\u00e9","ror":"https://ror.org/02eqrsj93"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225449869.pdf","grobid_xml":"https://content.openalex.org/works/W7225449869.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1977504069","https://openalex.org/W1978437325","https://openalex.org/W2004406940","https://openalex.org/W2016854448","https://openalex.org/W2057288994","https://openalex.org/W2089745900","https://openalex.org/W2134050473","https://openalex.org/W2135595031","https://openalex.org/W2143776609","https://openalex.org/W2151627818","https://openalex.org/W2169705862","https://openalex.org/W2280655674","https://openalex.org/W2324694579","https://openalex.org/W2431416214","https://openalex.org/W2614978180","https://openalex.org/W2616147070","https://openalex.org/W2736471100","https://openalex.org/W2765136154","https://openalex.org/W2785402779","https://openalex.org/W2805061797","https://openalex.org/W2810261690","https://openalex.org/W2901763507","https://openalex.org/W3110151578","https://openalex.org/W3192334321","https://openalex.org/W4229082241","https://openalex.org/W4308986736","https://openalex.org/W4392849360","https://openalex.org/W4400512220","https://openalex.org/W4404408702","https://openalex.org/W4409486667","https://openalex.org/W4409892422","https://openalex.org/W4410598960","https://openalex.org/W4410775569","https://openalex.org/W4412984893","https://openalex.org/W4414079838","https://openalex.org/W7110001457"],"related_works":["https://openalex.org/W7140556446","https://openalex.org/W7128802366","https://openalex.org/W4404408702","https://openalex.org/W2785402779","https://openalex.org/W7203646744","https://openalex.org/W7140864184","https://openalex.org/W7155058130","https://openalex.org/W3108692805","https://openalex.org/W4416612962","https://openalex.org/W4297918251"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Accurate":[1],"localization":[2,43],"of":[3,15,57,73],"the":[4,12,55,62,90,132,217,233,280],"seizure":[5,22,47,100],"onset":[6,101,182],"zone":[7],"(SOZ)":[8],"is":[9,32,282],"critical":[10],"for":[11,41],"presurgical":[13,291],"evaluation":[14,292],"drug-resistant":[16],"epilepsy.":[17],"Intracranial":[18],"electroencephalography":[19],"captures":[20],"high-resolution":[21],"dynamics,":[23,264],"but":[24],"interpreting":[25],"complex":[26],"spatiotemporal":[27,95],"patterns":[28],"across":[29,186],"implanted":[30],"electrodes":[31,209],"clinically":[33],"challenging.":[34],"We":[35],"propose":[36],"a":[37,70,93,103,146,269,283,296],"two-stage,":[38],"uncertainty-aware":[39,278],"framework":[40,66,259],"SOZ":[42,129,150,208,230,274],"that":[44],"integrates":[45,260],"patient-specific":[46,94],"modeling":[48],"with":[49,77,82,188,223],"cross-patient":[50],"probabilistic":[51,266],"ranking":[52,267],"to":[53,61,118,144,153,166,286],"estimate":[54],"likelihood":[56,151,246,275],"each":[58],"electrode":[59,125,231],"belonging":[60],"SOZ.":[63],"METHODS:":[64],"The":[65],"was":[67,184],"evaluated":[68],"on":[69],"bi-institutional":[71],"cohort":[72],"36":[74],"patients":[75,225],"(20":[76],"good":[78,167,205],"surgical":[79,84],"outcome,":[80],"16":[81],"poor":[83,237],"outcome),":[85],"comprising":[86],"184":[87],"seizures.":[88],"In":[89,131,204,236],"first":[91],"stage,":[92,134],"graph":[96],"neural":[97],"network":[98],"modeled":[99],"as":[102,295],"network-level":[104],"transition":[105],"using":[106,161],"directed":[107],"functional":[108],"connectivity":[109],"graphs":[110],"derived":[111],"from":[112],"burst-integrated":[113],"electrophysiological":[114],"features.":[115],"Trained":[116],"solely":[117],"detect":[119],"preictal-to-ictal":[120],"transitions,":[121],"this":[122],"model":[123,254],"generated":[124],"probability":[126],"trajectories":[127,136],"without":[128],"supervision.":[130],"second":[133],"these":[135],"were":[137,159,210],"summarized":[138],"into":[139],"interpretable":[140],"descriptors":[141],"and":[142,156,177,248,265,277],"used":[143],"train":[145],"patient-agnostic":[147],"classifier":[148],"assigning":[149],"scores":[152],"electrodes.":[154],"Evaluation":[155],"hyperparameter":[157],"optimization":[158],"performed":[160],"nested":[162],"leave-one-patient-out":[163],"cross-validation":[164],"restricted":[165],"outcome":[168,194,206,238],"patients,":[169,187,207,239],"ensuring":[170],"strict":[171],"patient-level":[172],"separation":[173],"between":[174,193],"training,":[175],"validation,":[176],"test":[178],"data.":[179],"RESULTS:":[180],"Seizure":[181],"detection":[183],"stable":[185],"comparable":[189],"binary":[190],"cross-entropy":[191],"values":[192],"groups":[195],"(median":[196],"=":[197,202,219],".495":[198],"vs.":[199],".438,":[200],"p":[201],".108).":[203],"prioritized":[211],"among":[212],"top-ranked":[213],"contacts":[214],"(area":[215],"under":[216],"curve":[218],".86":[220],"\u00b1":[221],".06),":[222],"all":[224],"exhibiting":[226],"at":[227],"least":[228],"one":[229],"within":[232,268],"top":[234],"positions.":[235],"predictions":[240],"exhibited":[241],"reduced":[242],"spatial":[243,261],"separability,":[244],"lower":[245],"magnitudes,":[247],"near-zero":[249],"confidence":[250],"gaps,":[251],"reflecting":[252],"attenuated":[253],"confidence.":[255],"SIGNIFICANCE:":[256],"This":[257],"two-stage":[258],"interactions,":[262],"temporal":[263],"pipeline.":[270],"By":[271],"providing":[272],"graded":[273],"estimates":[276],"prioritization,":[279],"approach":[281],"decision-support":[284],"tool":[285],"assist":[287],"hypothesis":[288],"refinement":[289],"during":[290],"rather":[293],"than":[294],"standalone":[297],"diagnostic":[298],"system.":[299]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-11-08T00:00:00"}
