{"id":"W4249003897","doi":"10.1016/j.surneu.2007.07.053","title":"Commentary","year":2008,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Basilar artery; Cerebral vasospasm; Vasospasm; Lumen (anatomy); Anesthesia; Subarachnoid hemorrhage; Saline; Ischemia; Internal medicine; Cardiology","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":[0.00003899634,0.00006068601,0.000153995,0.00002748615,0.00005703705,9.86232e-7,0.00003431835,0.00004829485,0.0007965085],"category_scores_gemma":[0.00001489839,0.00004354923,0.00006377442,0.00006360428,0.0001543329,0.00001256128,0.00003438714,0.000197014,0.0003141035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006583967,"about_ca_system_score_gemma":0.00001969563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002738505,"about_ca_topic_score_gemma":0.000002269863,"domain_scores_codex":[0.9993439,0.00006691806,0.0000872642,0.0001482804,0.0001231315,0.0002304768],"domain_scores_gemma":[0.9995162,0.0001197968,0.000008826925,0.0001494432,0.00001689915,0.0001888513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001695771,0.0006261445,0.8862871,0.000007463034,0.00005357782,0.04571466,0.00002122728,6.175226e-7,0.0000870947,0.0003028328,0.06314363,0.002059875],"study_design_scores_gemma":[0.003738642,0.002803807,0.3406597,0.000001721286,0.00001299914,0.008608806,0.000001232923,0.00003139295,0.0002764852,0.0001211935,0.6436912,0.00005279012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276155,0.0001751009,0.000001178523,0.05760744,0.00006108954,0.0001148621,0.000002325572,0.00004340556,0.01437906],"genre_scores_gemma":[0.9857325,0.000386721,0.00004142006,0.0131728,0.0001332255,0.00001186254,0.00002265149,0.000007165817,0.0004916689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5805476,"threshold_uncertainty_score":0.8721209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003143734290527,"score_gpt":0.3053455149543507,"score_spread":0.2753140776114454,"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."}}