{"id":"W4384070101","doi":"10.1093/noajnl/vdad071.046","title":"SURVEY OF CANADIAN NEURO-ONCOLOGY CLINICIANS ABOUT THE TREATMENT OF ADULT MEDULLOBLASTOMA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lomustine; Medicine; Medulloblastoma; Vincristine; Regimen; Oncology; Internal medicine; Population; Chemotherapy; Chemotherapy regimen; Cyclophosphamide; Pathology","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":[0.0003046246,0.0002959561,0.001011538,0.0006574086,0.0001521653,0.000004946198,0.000229876,0.0002283615,0.0001143704],"category_scores_gemma":[0.001078141,0.0001946146,0.0002352313,0.001472022,0.0005371295,0.00005964442,0.00003468004,0.0001845795,0.00008245105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000254868,"about_ca_system_score_gemma":0.0009476993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0354645,"about_ca_topic_score_gemma":0.4883222,"domain_scores_codex":[0.9973837,0.0005170425,0.0007680308,0.0004859848,0.0002570438,0.0005882188],"domain_scores_gemma":[0.9937884,0.004522077,0.0004243422,0.0005776578,0.0003852513,0.0003022994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112035,0.002947545,0.7316275,0.00006872891,0.0004921556,0.002252388,0.001578423,0.0004075895,0.01375917,0.0003923188,0.01092527,0.2344286],"study_design_scores_gemma":[0.004203804,0.01364794,0.5572689,0.00003534537,0.0003248696,0.0001294226,0.0004655005,0.0001731605,0.01944772,0.00006145154,0.4040945,0.0001473565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815261,0.001765174,0.000001325205,0.01030334,0.001382866,0.0009935735,0.0002699294,0.00006672622,0.003690913],"genre_scores_gemma":[0.9785151,0.01895566,0.0001097233,0.001851818,0.0001267247,0.0002473294,0.00009338246,0.00003937044,0.00006087706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4528577,"threshold_uncertainty_score":0.9709584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379283623490726,"score_gpt":0.3494209158299164,"score_spread":0.3056280795950092,"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."}}