{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01412211,0.0005740523,0.002432112,0.0006477893,0.0002900925,0.00127972,0.0008391033,0.0006698396,0.001366147],"category_scores_gemma":[0.02145871,0.0002786992,0.003770972,0.00155556,0.0007524095,0.0009112109,0.0005118559,0.0007496257,0.000198643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007073875,"about_ca_system_score_gemma":0.001112306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008681506,"about_ca_topic_score_gemma":0.002134252,"domain_scores_codex":[0.9950623,0.002594448,0.0009282896,0.0006531259,0.0006165111,0.0001452988],"domain_scores_gemma":[0.959042,0.01780626,0.01703829,0.002674493,0.002482388,0.0009565572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1467947,0.0007982966,0.5635828,0.007866149,0.07203214,0.0001273023,0.000376073,0.001689303,0.002916564,0.0002399448,0.002208701,0.201368],"study_design_scores_gemma":[0.02414422,0.04821903,0.7958616,0.003666946,0.1102631,0.0009927518,0.0003821556,0.002195101,0.004185875,0.0009892705,0.008925555,0.0001744569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8517029,0.1437394,0.0007780588,0.0008626633,0.0001372752,0.0002715861,0.001115734,0.00004666381,0.001345693],"genre_scores_gemma":[0.9861913,0.01173772,0.000708039,0.0002715244,0.0001732524,0.00012687,0.0006790233,0.00001586644,0.00009635913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01412211,"threshold_uncertainty_score":0.07468575,"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."}}