{"id":"W2150041178","doi":"10.1111/epi.13124","title":"Subcortical (thalamic) automated seizure detection: A new option for contingent therapy delivery","year":2015,"lang":"en","type":"article","venue":"Epilepsia","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Thalamus; Ictal; Electroencephalography; Epilepsy; Neuroscience; Scalp; Psychology; Stereoelectroencephalography; Anesthesia; Medicine; Surgery","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":[0.0001722599,0.0001537802,0.0001684786,0.00006062747,0.0001007311,0.0001097388,0.0002102559,0.00009426751,0.00002348254],"category_scores_gemma":[0.0001922927,0.0001308128,0.00008943939,0.0001562557,0.00004986982,0.0001885464,0.00004223183,0.0001175465,0.0000993883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000054762,"about_ca_system_score_gemma":0.00007955121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002660174,"about_ca_topic_score_gemma":0.000006628986,"domain_scores_codex":[0.9987921,0.00008962339,0.0002341571,0.0003788897,0.0002114705,0.0002937317],"domain_scores_gemma":[0.9992944,0.0001770702,0.00008233532,0.0001965214,0.00007479679,0.0001748639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008466063,0.0002937365,0.001400668,0.00002375271,0.00003792554,0.00004827746,0.001770664,0.0007246407,0.8386493,0.002331869,0.05365243,0.1002202],"study_design_scores_gemma":[0.002362228,0.0009003207,0.00344974,0.00003015682,0.00001320132,0.0001133819,0.00007180563,0.1923465,0.7437122,0.001009116,0.05568016,0.0003112202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687732,0.0001337039,0.02769034,0.0007931896,0.00111936,0.0004270827,0.000006116533,0.0007247998,0.0003321533],"genre_scores_gemma":[0.9965171,0.00002438725,0.001413977,0.0009204392,0.0004101461,0.00002939822,0.000003219183,0.00002190871,0.0006594442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1916219,"threshold_uncertainty_score":0.533439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07800337421684378,"score_gpt":0.3077376486953414,"score_spread":0.2297342744784976,"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."}}