{"id":"W3111280014","doi":"10.1093/neuonc/noaa215.566","title":"NCOG-28. SURGERY FOR RECURRENT GBM IMPROVES SURVIVAL INDEPENDENT OF PROGNOSTIC FACTORS","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Cohort; Proportional hazards model; Internal medicine; Overall survival; Oncology; Surgery; Survival analysis","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":[0.0003270077,0.0001502146,0.0004013393,0.0003053088,0.0002039259,0.0004766545,0.000300943,0.000194534,0.006152785],"category_scores_gemma":[0.001513686,0.00006945836,0.0003515122,0.000580977,0.000162874,0.000222151,0.000364879,0.0003768543,0.0009777863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005518816,"about_ca_system_score_gemma":0.001017502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004042522,"about_ca_topic_score_gemma":0.01064913,"domain_scores_codex":[0.999737,0.00004502309,0.0000256023,0.00006331569,0.00006872001,0.00006027186],"domain_scores_gemma":[0.9989141,0.0001441526,0.0004768739,0.00004504854,0.0001218368,0.0002979957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003667037,0.0003851618,0.8620645,0.0004611102,0.0005046231,0.0002162627,0.00008189408,0.000394981,0.004907077,0.0001414092,0.02037469,0.1068011],"study_design_scores_gemma":[0.0001400205,0.0005518415,0.9898893,0.00004523153,0.0001846875,0.0003433007,0.00007346164,0.0004861711,0.000822307,0.0002232989,0.007230521,0.000009720764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797637,0.004825558,0.0003079033,0.00125486,0.0001834592,0.00003914558,0.009036676,0.0001605096,0.004428098],"genre_scores_gemma":[0.9878111,0.001159326,0.0005217605,0.0003894016,0.00006682601,0.00004326726,0.008018892,0.00003660723,0.001952855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006152785,"threshold_uncertainty_score":0.02058309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06020175399578374,"score_gpt":0.3158303975689967,"score_spread":0.255628643573213,"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."}}