{"id":"W2107006772","doi":"10.3174/ajnr.a3990","title":"MRI Surrogates for Molecular Subgroups of Medulloblastoma","year":2014,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":322,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; St. Michael's Hospital; Centre Hospitalier Universitaire Sainte-Justine","funders":"National Cancer Institute; Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Alberta Innovates; Memorial Sloan-Kettering Cancer Center","keywords":"Medulloblastoma; Medicine; Cohort; Logistic regression; Sonic hedgehog; Predictive value; Magnetic resonance imaging; Pathology; Oncology; Internal medicine; Radiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002113464,0.0004889328,0.0004311381,0.001389787,0.0003001021,0.0007970979,0.0005605462,0.0004753457,0.001072315],"category_scores_gemma":[0.01244759,0.0001792714,0.0004663735,0.0007826567,0.0004559892,0.0005038341,0.0007518833,0.0007979574,0.0003516082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005508286,"about_ca_system_score_gemma":0.0004652171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362638,"about_ca_topic_score_gemma":0.001239557,"domain_scores_codex":[0.9989045,0.0004005895,0.0001249658,0.0002445282,0.0002420265,0.00008356958],"domain_scores_gemma":[0.9898669,0.002286735,0.005812546,0.0008052404,0.0006052466,0.0006234178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005417269,0.00002661087,0.9921873,0.00002322158,0.00008710313,0.00008519898,0.00003613808,0.001051947,0.001318884,0.0002048639,0.0002002632,0.004236804],"study_design_scores_gemma":[0.00003048187,0.0004558333,0.9829841,0.00003370453,0.0001762775,0.001759861,0.0001780959,0.008905437,0.002680026,0.001366183,0.00140856,0.00002156635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922168,0.001133172,0.003644304,0.0002201854,0.00002181407,0.00003984216,0.001070414,0.00004987342,0.001603627],"genre_scores_gemma":[0.9981828,0.00008355597,0.0009064994,0.00002589628,0.00001932607,0.00002509248,0.0006626762,0.000007480924,0.0000865861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002113464,"threshold_uncertainty_score":0.01117718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007186029579522912,"score_gpt":0.2615892873474133,"score_spread":0.2544032577678904,"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."}}