{"id":"W4298157153","doi":"10.21428/594757db.ebf40bbd","title":"Preictal-Interictal Classification for Seizure Prediction","year":2022,"lang":"en","type":"article","venue":"","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Epilepsy; Ictal; Electroencephalography; Epileptic seizure; Computer science; Convolutional neural network; Medicine; Artificial intelligence; Psychology; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008004,0.001491136,0.0008933975,0.001840544,0.000356881,0.0006665816,0.0008230963,0.001001533,0.002398261],"category_scores_gemma":[0.003570331,0.0001443931,0.0007439665,0.001172501,0.0001722007,0.0007259719,0.0005461606,0.001047578,0.002408231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308297,"about_ca_system_score_gemma":0.0007547541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007745503,"about_ca_topic_score_gemma":0.009105037,"domain_scores_codex":[0.9991859,0.0001199636,0.0001244641,0.0002105005,0.0002232022,0.0001359874],"domain_scores_gemma":[0.9983057,0.0006815001,0.0001852694,0.0002105523,0.0005102058,0.0001067312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001189653,0.001167939,0.08892093,0.0003690611,0.0003917865,0.0007149113,0.00009130205,0.03350066,0.01100253,0.0005864559,0.04381699,0.8182477],"study_design_scores_gemma":[0.0001139052,0.0009469092,0.09642814,0.0001803929,0.0002898159,0.002108827,0.0003068941,0.8444026,0.0305052,0.003881772,0.02071389,0.0001216069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6286727,0.01480217,0.2863647,0.002632271,0.001922934,0.0009380223,0.02743692,0.01849386,0.01873648],"genre_scores_gemma":[0.9358372,0.001354112,0.03858817,0.0002997982,0.0003193024,0.0002164577,0.01898227,0.0001379844,0.004264736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007745503,"threshold_uncertainty_score":0.01540083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05104257470030425,"score_gpt":0.2835774280705982,"score_spread":0.232534853370294,"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."}}