{"id":"W2164049072","doi":"10.1002/ana.22425","title":"Current concepts and management of glioblastoma","year":2011,"lang":"en","type":"review","venue":"Annals of Neurology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":475,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"National Cancer Institute","keywords":"Psychosocial; Multidisciplinary approach; Glioblastoma; Life expectancy; Quality of life (healthcare); Medicine; Intensive care medicine; Palliative care; Psychiatry; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007653744,0.0002301881,0.001496895,0.000198528,0.00001005207,0.000001303704,0.00008800952,0.0001321571,0.00005845242],"category_scores_gemma":[0.000009371932,0.0001675041,0.0003014156,0.0001193504,0.0001520346,0.00001210803,0.0001122167,0.0001359031,0.00001665419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001876794,"about_ca_system_score_gemma":0.00002565435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006182317,"about_ca_topic_score_gemma":0.000001219907,"domain_scores_codex":[0.9988567,0.00008286381,0.0004813676,0.0002975682,0.0000968271,0.0001846611],"domain_scores_gemma":[0.9990587,0.00007763609,0.0003773323,0.0003285468,0.00006951627,0.00008826005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006910392,0.0004649871,0.0001278777,0.02166556,0.0005162372,0.0002359733,0.00001470909,1.699945e-8,2.117779e-7,0.001787012,0.00170399,0.9734143],"study_design_scores_gemma":[0.0004336813,0.00213968,0.001039189,0.004476823,0.001274079,0.0001723933,0.000001022541,2.205367e-7,0.00002531784,0.00006250808,0.9902936,0.00008148461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002804948,0.995616,3.482303e-7,0.0001554335,0.0001565848,0.0006225615,0.00002867568,0.000008881538,0.0006065997],"genre_scores_gemma":[0.001631505,0.9980803,0.00001691699,0.000126236,0.00002887968,0.00006957239,0.00001398684,0.00002164763,0.00001097368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9885896,"threshold_uncertainty_score":0.6830618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579213433600276,"score_gpt":0.4303111643992613,"score_spread":0.2723898210392337,"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."}}