{"id":"W2224163413","doi":"10.1007/978-0-387-71070-9_17","title":"High-Grade Gliomas","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Anaplastic astrocytoma; Astrocytoma; Medicine; Glioma; Pathology; Glioblastoma; Oligodendroglial Tumor; Oncology; Chemotherapy; Brain tumor; Radiation therapy; Oligodendroglioma; Internal medicine; 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":[0.0001150337,0.0005823788,0.0003064762,0.0006675702,0.000281172,0.0008225753,0.0004015873,0.0005158625,0.04960265],"category_scores_gemma":[0.0002437032,0.0001705211,0.0001981052,0.0005339096,0.0002656172,0.0007836534,0.0005661355,0.001078731,0.02322907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004458733,"about_ca_system_score_gemma":0.000615096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302105,"about_ca_topic_score_gemma":0.006419465,"domain_scores_codex":[0.9999483,0.000006353775,0.000002363361,0.00000711532,0.00002960083,0.000006344776],"domain_scores_gemma":[0.999943,0.00001842933,0.000003899924,0.000005411391,0.00001863793,0.00001060595],"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":[0.00001288144,0.00002743294,0.0001193542,0.0002478604,0.000005049013,0.0002428819,0.000100202,0.0002636292,0.001096159,0.0274008,0.5276524,0.4428314],"study_design_scores_gemma":[0.000001370757,0.000006766203,0.0002103373,0.00008139194,0.000002381291,0.0007887778,0.0000185092,0.00004219084,0.0002631,0.004450752,0.994132,0.00000237433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001351033,0.06237532,0.008442659,0.003634053,0.004055055,0.00006881718,0.0004419014,0.0004155613,0.9192156],"genre_scores_gemma":[0.004537407,0.03383807,0.004181431,0.001511068,0.0008517506,0.00003257673,0.0004059546,0.0001077057,0.954534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04960265,"threshold_uncertainty_score":0.1659374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02775640421217701,"score_gpt":0.2492838595587514,"score_spread":0.2215274553465744,"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."}}