{"id":"W2054347587","doi":"10.1227/01.neu.0000303200.84994.ae","title":"A SURVEY TO DETERMINE THE UNDERSTANDING OF THE CONCEPTUAL BASIS AND DIAGNOSTIC TESTS USED FOR BRAIN DEATH BY NEUROSURGEONS IN CANADA","year":2007,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Medicine; Chose; Cause of death; Neurosurgery; Psychiatry; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005629395,0.00008621981,0.0001619636,0.0000641642,0.00006357568,0.000008733368,0.00004946617,0.00002430281,0.00000892136],"category_scores_gemma":[0.002538646,0.00005814437,0.00003042375,0.0002631118,0.00005313846,0.00002583463,0.00001089178,0.00008713642,1.833678e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009002144,"about_ca_system_score_gemma":0.0002584325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06596731,"about_ca_topic_score_gemma":0.6791857,"domain_scores_codex":[0.9991075,0.0001024437,0.0002595741,0.0001480482,0.0001990518,0.0001833772],"domain_scores_gemma":[0.9873623,0.01233639,0.00006478091,0.0001256958,0.00003210715,0.00007877174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006852466,0.00002147317,0.9911511,0.00002062717,0.000004367971,0.00001761553,0.0001682484,0.000007952315,0.005999715,0.00004782096,0.00223675,0.0002558363],"study_design_scores_gemma":[0.0005833715,0.00004166801,0.9933438,0.00003734037,0.00001623193,0.00001610267,0.0001145222,0.00008211256,0.005291444,0.000007368656,0.0004113161,0.00005468422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951743,0.0000246359,0.0004319339,0.003467978,0.0002576223,0.0004552164,0.0001588109,0.000006674841,0.00002284507],"genre_scores_gemma":[0.9959863,0.00001006637,0.000005430392,0.003893587,0.00001318261,0.000008928138,0.00001652926,0.00001484002,0.00005110525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6132184,"threshold_uncertainty_score":0.9402525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06182257249273406,"score_gpt":0.2740124328020078,"score_spread":0.2121898603092737,"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."}}