{"id":"W2295672901","doi":"10.1016/s1470-2045(15)00581-1","title":"Prognostic value of medulloblastoma extent of resection after accounting for molecular subgroup: a retrospective integrated clinical and molecular analysis","year":2016,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":369,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; University of Calgary; McGill University; Centre Hospitalier Universitaire Sainte-Justine; Hospital for Sick Children","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; Deutsche Kinderkrebsstiftung; Hospital for Sick Children; Brain Tumour Foundation of Canada; St. Baldrick's Foundation; Dr. Mildred Scheel Stiftung für Krebsforschung; National Cancer Institute; University of Toronto; Canadian Institutes of Health Research; Pediatric Brain Tumor Foundation; Terry Fox Research Institute; Magyar Tudományos Akadémia; Alex's Lemonade Stand Foundation for Childhood Cancer; Merck; CURE Childhood Cancer; American Cancer Society","keywords":"Medulloblastoma; Medicine; Subgroup analysis; Radiation therapy; Oncology; Chemoradiotherapy; Internal medicine; Retrospective cohort study; Surgery; Confidence interval; Pathology","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":[0.0008370183,0.0001092218,0.0007643961,0.0001297835,0.00002083716,0.000003516861,0.00006884855,0.0001160557,0.00001949954],"category_scores_gemma":[0.00080878,0.00005545321,0.0002203345,0.0003267737,0.000212742,0.00002215008,0.0000459121,0.00008757432,9.804216e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008529337,"about_ca_system_score_gemma":0.0000608085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005238152,"about_ca_topic_score_gemma":0.00008166959,"domain_scores_codex":[0.9988012,0.0002154733,0.0003973892,0.0002488281,0.0001461645,0.0001909208],"domain_scores_gemma":[0.9986127,0.0005250925,0.0002449061,0.0002900809,0.0002794486,0.00004774236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002821947,0.0005562258,0.9118922,0.00006274429,0.002307808,0.00006494203,0.0001199438,0.00000574686,0.07452737,0.002282843,0.00006597194,0.005292278],"study_design_scores_gemma":[0.005090966,0.003385395,0.9348959,0.0001488421,0.00319612,0.00002083719,0.00006982568,0.0004247103,0.05114015,0.001353301,0.0002024563,0.00007149437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932657,0.0004304008,0.002783622,0.002695176,0.00006421571,0.0006364192,0.00002569367,0.00001331066,0.00008545549],"genre_scores_gemma":[0.9981219,0.00009268427,0.001287738,0.0001912289,0.0000655932,0.0002178911,0.000006040847,0.00001190465,0.00000509019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02338722,"threshold_uncertainty_score":0.2261316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245403311570908,"score_gpt":0.3487782636428889,"score_spread":0.3263242305271798,"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."}}