{"id":"W3204684981","doi":"10.1200/go.21.00127","title":"Molecular Subgroup Is the Strongest Predictor of Medulloblastoma Outcome in a Resource-Limited Country","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medulloblastoma; Interquartile range; Medicine; Context (archaeology); Internal medicine; Radiation therapy; Cohort; Chemotherapy; Progression-free survival; Oncology; Surgery; Gastroenterology; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002780879,0.0001382641,0.0002395244,0.0005354268,0.0004627582,0.0006474501,0.0002389161,0.0001618346,0.002189801],"category_scores_gemma":[0.001356103,0.0001268261,0.0002131298,0.0009318281,0.0002529313,0.0003457025,0.0005380212,0.0003532813,0.0002666555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003930606,"about_ca_system_score_gemma":0.0007600808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006625183,"about_ca_topic_score_gemma":0.01099063,"domain_scores_codex":[0.9997638,0.00005881849,0.00003582666,0.00004518268,0.00003684953,0.00005946292],"domain_scores_gemma":[0.9987048,0.0001083788,0.0008142833,0.00004505182,0.0001036755,0.0002237399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001916937,0.000008274987,0.9989327,0.000005511284,0.000009159723,0.00008716642,0.00003562782,0.0000349874,0.0000987303,0.00001107908,0.00008949677,0.000668134],"study_design_scores_gemma":[0.000003685229,0.00004774754,0.99744,0.00002433678,0.0000175702,0.0006206483,0.0008563301,0.000177418,0.0001100784,0.00003309281,0.0006656819,0.000003386459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987872,0.0001694447,0.00004311975,0.0001128067,0.00000389357,0.000005148564,0.0003942327,0.000003009944,0.0004811971],"genre_scores_gemma":[0.9992161,0.0001656572,0.00007990274,0.00002884286,0.000007747464,0.000006905486,0.000383947,0.00000282775,0.0001080313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006625183,"threshold_uncertainty_score":0.01317322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158207938385444,"score_gpt":0.3064801279517467,"score_spread":0.2906593341132023,"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."}}