{"id":"W4407219598","doi":"10.1111/epi.18282","title":"The role of electroencephalography in epilepsy research—From seizures to interictal activity and comorbidities","year":2025,"lang":"en","type":"review","venue":"Epilepsia","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary; Alberta Health Services","funders":"National Institute of Neurological Disorders and Stroke; Medical Research Council; National Institute on Aging; Intellectual and Developmental Disabilities Research Center; National Institutes of Health; Epilepsy Society; Regione Toscana; European Regional Development Fund; U.S. Department of Defense; Agentura Pro Zdravotnický Výzkum České Republiky; Ministerstvo Zdravotnictví Ceské Republiky; Ministerstvo Školství, Mládeže a Tělovýchovy; Agence Nationale de la Recherche; Science Foundation Ireland; Dravet Syndrome Foundation; Ministero della Salute; Grantová Agentura České Republiky; Univerzita Karlova v Praze; Citizens United for Research in Epilepsy","keywords":"Electroencephalography; Epileptogenesis; Ictal; Epilepsy; Neuroscience; Psychology; EEG-fMRI; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007033457,0.000337399,0.001021914,0.0006163621,0.0002172855,0.0001813123,0.001150145,0.0001647027,0.00001323549],"category_scores_gemma":[0.0007438872,0.0002281846,0.0002282511,0.001240057,0.0005488573,0.0001177607,0.0007218926,0.0009680794,0.00001162765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007954786,"about_ca_system_score_gemma":0.0002225947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000431587,"about_ca_topic_score_gemma":0.0002157265,"domain_scores_codex":[0.9962657,0.001542348,0.0004957098,0.0007276902,0.0004024715,0.0005660917],"domain_scores_gemma":[0.9933504,0.005779736,0.0001837785,0.0005461614,0.00004752126,0.00009240091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004230368,0.00005925023,0.00008968838,0.001039059,0.00002879088,0.0000235075,0.0004742119,5.752096e-7,0.001006781,0.001933657,0.001751906,0.9935502],"study_design_scores_gemma":[0.00009773406,0.0003309333,0.0004667988,0.008154163,0.00003545843,0.00002072018,0.0001494403,0.00004363477,0.004702259,0.003548595,0.982155,0.0002952657],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01788137,0.9780517,0.00002465864,0.000133017,0.0003791551,0.0008855367,0.0001882845,0.0000413202,0.002414915],"genre_scores_gemma":[0.06680112,0.9326132,0.00005127986,0.00005811638,0.00009271662,0.0001552301,0.000004861307,0.00002179543,0.0002016985],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.993255,"threshold_uncertainty_score":0.9305099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05329156688974095,"score_gpt":0.3725745312419648,"score_spread":0.3192829643522239,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}