{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001616667,0.0001761544,0.0002000262,0.001186742,0.003096729,0.001825152,0.0007651611,0.0004633344,0.005541644],"category_scores_gemma":[0.007832198,0.0001691262,0.0002373776,0.001704328,0.001663881,0.0005907295,0.0009985708,0.0007793293,0.000308254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01219226,"about_ca_system_score_gemma":0.02096441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9085719,"about_ca_topic_score_gemma":0.9227918,"domain_scores_codex":[0.9986697,0.0001607667,0.00007083208,0.00007654524,0.0006190295,0.000403068],"domain_scores_gemma":[0.9924942,0.001123134,0.001487328,0.0001188644,0.002542948,0.002233522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001088031,0.0001203626,0.8767942,0.0002442298,0.00003641393,0.0007769546,0.08338391,0.0001689799,0.0009584817,0.0004592073,0.008487852,0.02846076],"study_design_scores_gemma":[0.000009384647,0.0001412532,0.7981319,0.0003252349,0.00002703212,0.0005145016,0.1893009,0.0002821559,0.0001892065,0.0001344266,0.01089014,0.00005394206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922808,0.0004011138,0.00006445235,0.002116931,0.00002723006,0.00001906362,0.0001660111,0.000004515319,0.004919848],"genre_scores_gemma":[0.997703,0.0008456471,0.00008363958,0.0004913395,0.000009358291,0.000008366826,0.00009624121,0.000002441475,0.0007600253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0914281,"threshold_uncertainty_score":0.183933,"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."}}