{"id":"W3082783953","doi":"10.1017/cjn.2020.185","title":"Effect of Gene Mutation on Seizures in Surgery for Tuberous Sclerosis Complex","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"University of California, San Francisco; University of California, Los Angeles; University of Texas Health Science Center at Houston; Children’s Hospital of Wisconsin Research Institute; Loma Linda University; University of Chicago; Children's Hospital Colorado; Cincinnati Children's Hospital Medical Center; York University; Cleveland Clinic; University of Pennsylvania; School of Medicine, New York University; Massachusetts General Hospital; Tuberous Sclerosis Alliance","keywords":"Tuberous sclerosis; TSC1; Epilepsy; TSC2; Epilepsy surgery; Vagus nerve stimulation; Medicine; Drug Resistant Epilepsy; Mutation; Pediatrics; Surgery; Internal medicine; Pathology; Stimulation; Vagus nerve; Biology; Psychiatry; Genetics; Gene; PI3K/AKT/mTOR pathway","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0004462175,0.0001441606,0.0002059381,0.0003266487,0.0002104251,0.0002726709,0.0001624295,0.0002742386,0.001303904],"category_scores_gemma":[0.003347711,0.00004880814,0.0003831215,0.0002791274,0.0002349883,0.0001649673,0.000189822,0.0002739773,0.0001450598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002883089,"about_ca_system_score_gemma":0.0003369348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069904,"about_ca_topic_score_gemma":0.001822753,"domain_scores_codex":[0.9996467,0.00009389628,0.00004928724,0.00006695442,0.00007825659,0.00006484793],"domain_scores_gemma":[0.9980718,0.0007534005,0.0006603604,0.00005770493,0.0001024858,0.0003543006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001223113,0.00008567452,0.9871259,0.0000220368,0.0001819237,0.001707719,0.00006866006,0.0002045934,0.00186132,0.00003907188,0.0001853295,0.007294585],"study_design_scores_gemma":[0.00002155419,0.0006988648,0.9955824,0.000008961521,0.00006923015,0.002729314,0.00007208574,0.000212415,0.000328657,0.00005397082,0.0002175796,0.000005022237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994342,0.000235417,0.00002107377,0.00003200329,0.000005403368,0.000002276264,0.00004142639,0.000002087933,0.0002261426],"genre_scores_gemma":[0.9998577,0.00004015196,0.00001630048,0.00001078555,0.000002644117,0.000001577442,0.00004031945,0.000001069437,0.00002947362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001303904,"threshold_uncertainty_score":0.004362047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.137636940746818,"score_gpt":0.3285374362539996,"score_spread":0.1909004955071816,"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."}}