{"id":"W3114147750","doi":"10.3389/fonc.2020.593192","title":"Canadian Pediatric Neuro-Oncology Standards of Practice","year":2020,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Queen's University; Centre Hospitalier Universitaire Sainte-Justine; Centre hospitalier universitaire de Québec; Montreal Children's Hospital; Centre Hospitalier Universitaire de Sherbrooke; Saskatchewan Cancer Agency; McMaster Children's Hospital; London Health Sciences Centre; Children's Hospital of Eastern Ontario; BC Children's Hospital; BC Cancer Agency; Stollery Children's Hospital; Alberta Children's Hospital; Izaak Walton Killam Health Centre; University of Manitoba; Memorial University of Newfoundland; Hospital for Sick Children","funders":"","keywords":"Medicine; Clinical Practice; Pediatric oncology; Clinical trial; Standard of care; Cancer; Family medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002831616,0.0001203082,0.0005634348,0.000303422,0.00002814078,0.000003318517,0.00009619114,0.0002111395,0.0001300051],"category_scores_gemma":[0.001682981,0.0001128965,0.00006967576,0.0004602789,0.00006020937,0.00005405991,0.0000314414,0.0002588694,0.00001191582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675617,"about_ca_system_score_gemma":0.003383077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006981662,"about_ca_topic_score_gemma":0.008261666,"domain_scores_codex":[0.9987111,0.0001720125,0.0003342283,0.0002615546,0.0001987715,0.0003223416],"domain_scores_gemma":[0.9988264,0.0002624982,0.0001477794,0.0001523837,0.0001802285,0.0004306375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007483729,0.0007042395,0.5189205,0.00006338869,0.0001396064,0.004336434,0.001688436,0.00004531456,0.00021286,0.0001661094,0.4212739,0.05170081],"study_design_scores_gemma":[0.004556615,0.003745147,0.01851442,0.000006401881,0.0003493293,0.0000853627,0.001093625,0.000307296,0.0002711947,0.00006105263,0.9709088,0.0001007158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.478048,0.01110143,0.001400554,0.3858425,0.005408078,0.002337297,0.000324909,0.0000978743,0.1154393],"genre_scores_gemma":[0.9682648,0.001216493,0.01812734,0.01194486,0.0003307962,0.00005419726,0.00002038389,0.00002482591,0.00001630712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5496349,"threshold_uncertainty_score":0.9996309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01370984512435298,"score_gpt":0.3118579402832291,"score_spread":0.2981480951588761,"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."}}