{"id":"W2997020719","doi":"10.1109/tbme.2019.2963430","title":"Excitation and Inhibition Balance Underlying Epileptiform Activity","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Balance (ability); Ictal; Electroencephalography; Neuroscience; Epilepsy; Psychology; Audiology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001065642,0.0002691682,0.0001241864,0.0001349091,0.00009811577,0.0002356307,0.0001779495,0.0001604122,0.0004798734],"category_scores_gemma":[0.000761995,0.00008750792,0.0001260878,0.00007636535,0.0002830742,0.00032656,0.0002193914,0.000134476,0.00007220516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224998,"about_ca_system_score_gemma":0.0001479222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007132565,"about_ca_topic_score_gemma":0.0005253609,"domain_scores_codex":[0.9999577,0.000008505241,0.000003337683,0.00001239199,0.000009485459,0.000008551633],"domain_scores_gemma":[0.9998616,0.00004826537,0.00005413451,0.00001108287,0.0000145151,0.00001034472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003175676,0.00009250295,0.04877402,0.0002057812,0.0001214374,0.0005716931,0.0002849357,0.4633915,0.4500768,0.006227204,0.000234112,0.02970232],"study_design_scores_gemma":[0.00003848195,0.0005906742,0.06915412,0.00002458023,0.00007387982,0.0008405444,0.00010958,0.8678182,0.05234369,0.008070407,0.0009102304,0.00002563886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519316,0.0002517963,0.04541561,0.00004561793,0.000004599191,0.00001923472,0.00007590067,0.00008188064,0.002173706],"genre_scores_gemma":[0.9988905,0.00005535563,0.0008585848,0.000002120966,0.000001011504,0.000006903341,0.00001415778,0.000002789846,0.0001686887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007132565,"threshold_uncertainty_score":0.001632452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0401182589146914,"score_gpt":0.2602803376133982,"score_spread":0.2201620786987068,"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."}}