{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003276168,0.0004194194,0.0002713116,0.0004562892,0.0001244941,0.0003926529,0.0004416461,0.0002817078,0.001743185],"category_scores_gemma":[0.002273492,0.0001679012,0.0001577544,0.0002326485,0.0002049838,0.0003554747,0.0003500578,0.0002378232,0.0003622703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001320407,"about_ca_system_score_gemma":0.0001852473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005763713,"about_ca_topic_score_gemma":0.001551518,"domain_scores_codex":[0.9997478,0.00008069869,0.0000195825,0.00004810475,0.00008653737,0.00001731546],"domain_scores_gemma":[0.9992132,0.0004327769,0.0001245753,0.00009832124,0.00008837969,0.00004263483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001298311,0.0002383536,0.02077345,0.0002258916,0.00007181171,0.0006238303,0.0001664146,0.001620761,0.3283831,0.0008895692,0.0009159499,0.6447926],"study_design_scores_gemma":[0.0004939488,0.007057416,0.3319313,0.0002011799,0.0008128522,0.01944012,0.0002192813,0.1322089,0.4880004,0.003013587,0.01642406,0.0001969426],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5611818,0.002071851,0.4276536,0.0005591477,0.00008563554,0.0004638767,0.0004917385,0.002369691,0.005122642],"genre_scores_gemma":[0.8714511,0.0005230456,0.1265846,0.0001804134,0.00005724355,0.0001581284,0.000152153,0.00008990451,0.0008034658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001743185,"threshold_uncertainty_score":0.005831599,"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."}}