{"id":"W2512098582","doi":"10.1093/neuonc/now187","title":"Baseline pretreatment contrast enhancing tumor volume including central necrosis is a prognostic factor in recurrent glioblastoma: evidence from single and multicenter trials","year":2016,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Ziering Family Foundation; National Brain Tumor Society; American Cancer Society","keywords":"Medicine; Cabozantinib; Bevacizumab; Context (archaeology); Univariate analysis; Oncology; Internal medicine; Clinical trial; Glioblastoma; Multivariate analysis; Cancer; Chemotherapy; Cancer research","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":[0.0004472827,0.0003808178,0.001189137,0.0002094107,0.00008057697,0.00004082579,0.00009360051,0.0001474047,0.0004527162],"category_scores_gemma":[0.006005917,0.0002257407,0.0001762862,0.0001769716,0.0001070297,0.0001812485,0.0001375719,0.0001813692,0.00004707617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062555,"about_ca_system_score_gemma":0.0002007073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002424332,"about_ca_topic_score_gemma":0.0009660524,"domain_scores_codex":[0.9965814,0.0006798568,0.000968563,0.0008122092,0.0002869224,0.0006710515],"domain_scores_gemma":[0.9928529,0.005963516,0.0003879439,0.0003004491,0.0001146397,0.000380595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001653352,0.001845008,0.3645212,0.00003441834,0.0001101114,0.0006772596,0.000899511,5.496915e-7,0.5642155,5.003378e-7,0.0005384201,0.06550416],"study_design_scores_gemma":[0.02410706,0.01176999,0.2437761,0.002940974,0.000911378,0.0001116206,0.0001522072,0.0009592148,0.7081515,0.00002000865,0.006697588,0.000402377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879116,0.001577456,0.0001889831,0.007387171,0.0006334604,0.002020824,0.0002077587,0.00006211443,0.000010678],"genre_scores_gemma":[0.9974194,0.0004033625,0.0007108565,0.0007954355,0.0002416753,0.0003671205,0.00001057296,0.00003940125,0.0000122069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143936,"threshold_uncertainty_score":0.9205438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06216123701157624,"score_gpt":0.3336370899040717,"score_spread":0.2714758528924955,"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."}}