{"id":"W4384108284","doi":"10.1093/noajnl/vdad071.020","title":"PERCEPTION AND KNOWLEDGE OF BRAIN TUMOR BANKING AMONG CANADIAN NEUROSURGEONS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Respondent; Tissue bank; Perception; Variety (cybernetics); Medicine; Government (linguistics); Demographics; Brain tumor; Family medicine; Psychology; Pathology; Political science; Neuroscience","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":[0.0001317021,0.0001182721,0.0002860229,0.0003183774,0.0001130118,0.000006084947,0.00004478171,0.00005833857,0.00009108406],"category_scores_gemma":[0.000281973,0.0001046022,0.00005388863,0.0003438228,0.0001774095,0.00007081783,0.00003158107,0.000120839,0.00003878225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006900894,"about_ca_system_score_gemma":0.0001667958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002153671,"about_ca_topic_score_gemma":0.03537506,"domain_scores_codex":[0.9991098,0.00008413223,0.0001908742,0.0002677551,0.00006932285,0.0002781249],"domain_scores_gemma":[0.9990131,0.0005270523,0.00007135377,0.000139594,0.00005037103,0.0001985002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003819033,0.0001153697,0.9140308,0.00006598716,0.00002214437,0.0007845217,0.0005175748,0.00002434412,0.03872148,0.0001614345,0.004175728,0.04134243],"study_design_scores_gemma":[0.001007137,0.000614479,0.9223316,0.00004554433,0.00006175146,0.0001636635,0.0003504589,0.0002405963,0.001356633,0.0001599827,0.07358363,0.0000845313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919566,0.0004367636,9.961047e-7,0.003333125,0.0004222883,0.000272184,0.00001404215,0.00006137859,0.003502602],"genre_scores_gemma":[0.9985737,0.0003985311,0.00005764379,0.0007478106,0.00006529569,0.00005541638,0.00001708784,0.00001710429,0.00006743822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0694079,"threshold_uncertainty_score":0.9822268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620834482554304,"score_gpt":0.303180055391125,"score_spread":0.286971710565582,"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."}}