{"id":"W1522006085","doi":"10.1002/cncr.26685","title":"Improving prognosis of glioblastoma in the 21st century: Who has benefited most?","year":2011,"lang":"en","type":"article","venue":"Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Temozolomide; Glioblastoma; Relative survival; Hazard ratio; Population; Cancer registry; Survival analysis; Internal medicine; Proportional hazards model; Cancer; Epidemiology; Oncology; Radiation therapy; Clinical trial; Brain tumor; Confidence interval; Pathology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007141507,0.0001018007,0.0001925939,0.00008400145,0.00003319758,0.000009234209,0.00008127344,0.0000479326,0.00019717],"category_scores_gemma":[0.00002463397,0.0000616579,0.00005788237,0.0003199035,0.00005611785,0.00004128922,0.00002203318,0.00007547535,0.000005835881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006611425,"about_ca_system_score_gemma":0.00006502755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193251,"about_ca_topic_score_gemma":0.000646285,"domain_scores_codex":[0.9993241,0.00001773313,0.0001685784,0.0001585727,0.0001516951,0.0001793388],"domain_scores_gemma":[0.9995691,0.0000257299,0.00007703075,0.0002112313,0.00006935659,0.00004759238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003394269,0.001430654,0.7914789,0.000185196,0.0001751021,0.0001234748,0.007112807,0.000003998281,0.005728425,0.001472009,0.001583662,0.1903663],"study_design_scores_gemma":[0.003767424,0.0009853152,0.8425439,0.0006526924,0.0003219785,0.00002139767,0.002394393,0.0001477919,0.1400018,0.00005167742,0.008926479,0.0001851911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992704,0.003653214,6.319837e-7,0.0007460356,0.0000961814,0.0004681769,0.00001878812,0.00001539198,0.002297578],"genre_scores_gemma":[0.9986724,0.000513064,0.00008790381,0.0003465239,0.00005620599,0.0002937296,0.000004021389,0.00001335619,0.00001276405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1901811,"threshold_uncertainty_score":0.2921389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348822008807639,"score_gpt":0.2612007237635218,"score_spread":0.2263185228827579,"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."}}