{"id":"W2100289020","doi":"10.3171/2014.9.focus14677","title":"Introduction: Glioblastoma: an update on pathophysiology and management strategies","year":2014,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glioblastoma; Pathophysiology; Medicine; Neuroscience; Computer science; Psychology; Pathology; Cancer research","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":[0.001148696,0.0011035,0.001244373,0.003057152,0.0004545557,0.001600567,0.001260204,0.001936972,0.008643729],"category_scores_gemma":[0.003077799,0.0003408605,0.0009187597,0.002400173,0.0006682866,0.003647869,0.001123714,0.003501174,0.004459363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113377,"about_ca_system_score_gemma":0.001521157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160846,"about_ca_topic_score_gemma":0.003889251,"domain_scores_codex":[0.9995385,0.00008949949,0.00008752952,0.0000718792,0.0001620469,0.00005042894],"domain_scores_gemma":[0.998329,0.0005996628,0.0002177419,0.0000448563,0.0006342461,0.0001745614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000878702,0.00005805573,0.0006335648,0.00498366,0.00006306056,0.0004491178,0.0001072493,0.0003423153,0.0004716894,0.00267662,0.5109972,0.4791296],"study_design_scores_gemma":[0.00001046303,0.00006106475,0.0006048349,0.003967939,0.00004758685,0.001950106,0.00006959747,0.00008302794,0.00008627054,0.001704445,0.9913954,0.00001922233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000472277,0.9533102,0.0009199865,0.02039017,0.01880657,0.00002962805,0.0002557155,0.0001120883,0.005703304],"genre_scores_gemma":[0.001861736,0.9526606,0.001472753,0.01390782,0.02468056,0.00003176611,0.0005599005,0.00003483994,0.004790008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008643729,"threshold_uncertainty_score":0.02891612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007398263392083737,"score_gpt":0.24619027290467,"score_spread":0.2387920095125862,"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."}}