{"id":"W3215503905","doi":"10.1093/neuonc/noab196.612","title":"NCOG-21. PREDICTORS OF SURVIVAL IN ELDERLY PATIENTS UNDERGOING SURGERY FOR GBM","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Vascular Malformations and Hemangiomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Complication; Medical record; Retrospective cohort study; Surgery; Comorbidity; Survival analysis; Proportional hazards model; Internal medicine","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":[0.0002599559,0.0001056687,0.0001413768,0.0004963803,0.0002330156,0.0003740366,0.0001287224,0.0001634848,0.002154087],"category_scores_gemma":[0.001516412,0.0000546792,0.0001844482,0.0007330522,0.0001323897,0.0002127096,0.0002411634,0.0002872871,0.0002189962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001642741,"about_ca_system_score_gemma":0.0003539302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576316,"about_ca_topic_score_gemma":0.00431468,"domain_scores_codex":[0.9998692,0.00002129459,0.00002272447,0.00001974645,0.00002937337,0.00003762576],"domain_scores_gemma":[0.9984693,0.0002152313,0.0008273949,0.0000263145,0.0001638032,0.0002980096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001952426,0.000003492361,0.9992461,0.000004522226,0.000005543512,0.00002505645,0.000005341617,0.0000103093,0.00002419714,0.00000352275,0.00009549413,0.0005568113],"study_design_scores_gemma":[0.000001517724,0.00002624364,0.9993339,0.000006117161,0.00001094536,0.0002012309,0.00004581365,0.00006194368,0.00002913318,0.00001383931,0.0002681635,0.000001087622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975585,0.0006246935,0.00005136508,0.00009057475,0.00001672833,0.000004502353,0.0009135019,0.000005310322,0.0007347811],"genre_scores_gemma":[0.9990551,0.0001477813,0.00006278718,0.00002648525,0.00001350129,0.000003718937,0.0005655993,0.000001352032,0.0001237005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002576316,"threshold_uncertainty_score":0.007206142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611137550732264,"score_gpt":0.2827458497204495,"score_spread":0.2566344742131269,"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."}}