{"id":"W3128958421","doi":"10.26443/mjm.v1i2.724","title":"Role of Brain Science in the Evolution of Epilepsy Surgery","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Donner Canadian Foundation","keywords":"Medicine; Epilepsy; Epilepsy surgery; Neuroscience; Cognitive science; Psychiatry; Psychology","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":[0.003856498,0.000297779,0.0003580683,0.001155501,0.00181839,0.002342672,0.0008369595,0.002014136,0.03976424],"category_scores_gemma":[0.01072964,0.0001611638,0.0002968665,0.000573292,0.003252909,0.00193165,0.001886437,0.002488056,0.004756306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003530283,"about_ca_system_score_gemma":0.008271206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01717464,"about_ca_topic_score_gemma":0.04163094,"domain_scores_codex":[0.9988624,0.0003204918,0.00009371833,0.0001252706,0.0003768394,0.0002212962],"domain_scores_gemma":[0.992236,0.002543528,0.0007129376,0.0005274101,0.002118556,0.001861577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009631003,0.0001905427,0.009910299,0.001016063,0.00006169949,0.001448621,0.0003586515,0.0005054813,0.004618722,0.1418944,0.3011111,0.5379212],"study_design_scores_gemma":[0.0000681953,0.0002773912,0.02525158,0.001583395,0.00003195932,0.001664109,0.0003876971,0.000384123,0.001408562,0.02535599,0.9435316,0.00005550163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01990839,0.09274872,0.002369097,0.2961017,0.02442631,0.00009082972,0.0005024359,0.0002155091,0.563637],"genre_scores_gemma":[0.4217635,0.1845363,0.00599281,0.1208763,0.03275026,0.0002387648,0.0004663565,0.0004323566,0.2329434],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03976424,"threshold_uncertainty_score":0.1330247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04228320196524769,"score_gpt":0.3210622784006824,"score_spread":0.2787790764354347,"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."}}