{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002073922,0.0001166123,0.0007044975,0.000176112,0.00001765507,0.000002787267,0.0001043994,0.00002948526,0.00001188573],"category_scores_gemma":[0.0002872856,0.00008572148,0.0002527818,0.0001506994,0.0002735674,0.00002395287,0.0000129758,0.00009947221,0.000002110362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001953254,"about_ca_system_score_gemma":0.00004649909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001103323,"about_ca_topic_score_gemma":0.000001679976,"domain_scores_codex":[0.999015,0.0001325923,0.0004085823,0.0001269534,0.0001238651,0.0001929807],"domain_scores_gemma":[0.9984433,0.0004744982,0.0005434662,0.0001717506,0.0002200569,0.0001469514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002685853,0.00158078,0.4491735,0.0001176649,0.001350587,0.000701189,0.0003646254,0.0004972833,0.4649877,0.005341487,0.00296019,0.07023907],"study_design_scores_gemma":[0.01626097,0.1178718,0.5506264,0.0002719776,0.001857338,0.01834838,0.000601162,0.001018729,0.2630109,0.002048104,0.02757389,0.0005103544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944764,0.0001645338,0.001601391,0.003349515,0.0001648573,0.0001248185,0.000004222961,0.000006007764,0.0001082923],"genre_scores_gemma":[0.995276,0.00007453982,0.003891734,0.0006254367,0.0001010315,0.000006193563,0.000002482633,0.00001906834,0.000003539765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2019768,"threshold_uncertainty_score":0.3495621,"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."}}