{"id":"W2947376429","doi":"10.1200/jco.2019.37.15_suppl.10012","title":"A revised Children's Oncology Group (COG) neuroblastoma risk classification system: Report from the COG biology study ANBL00B1.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Cog; Medicine; Internal medicine; Oncology; Overall survival; Artificial intelligence; Computer science","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":[0.001917021,0.0003811224,0.0003265307,0.001630439,0.0003585462,0.0005932265,0.0006764486,0.0003734003,0.001581926],"category_scores_gemma":[0.003282677,0.0002509977,0.0002717563,0.00206584,0.0001322146,0.0002940244,0.0005883766,0.0004726832,0.0009003313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581599,"about_ca_system_score_gemma":0.001360519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04365329,"about_ca_topic_score_gemma":0.04153138,"domain_scores_codex":[0.999376,0.0001353882,0.00006699977,0.00008242323,0.0002818303,0.00005743176],"domain_scores_gemma":[0.9982989,0.0002367801,0.0004843521,0.000125504,0.0005700758,0.0002844539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000520613,0.00007314436,0.9631799,0.00006089512,0.00007646771,0.0001238279,0.0000811217,0.0002926157,0.0002824438,0.00008963483,0.02427397,0.01094537],"study_design_scores_gemma":[0.0001174901,0.0001096703,0.9863426,0.00004889379,0.00005435336,0.0003698839,0.00009519219,0.0003486669,0.0001493638,0.00005829046,0.01229244,0.00001313593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8408276,0.001882667,0.001121372,0.0008378206,0.000118174,0.0005679915,0.1454668,0.00007137739,0.009106078],"genre_scores_gemma":[0.6966907,0.001470317,0.002920648,0.0006810338,0.00006472984,0.001170117,0.2928209,0.00008256096,0.004099001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04365329,"threshold_uncertainty_score":0.08679837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159932630735076,"score_gpt":0.4771272656687701,"score_spread":0.3611340025952625,"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."}}