{"id":"W2060237761","doi":"10.1093/neuonc/nos102","title":"HIGH GRADE GLIOMAS","year":2012,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto; University of Manitoba; BC Cancer Agency; University of Alberta; University of British Columbia; University of Calgary; McGill University","funders":"","keywords":"Glioma; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009794763,0.000140491,0.000331331,0.0001168347,0.00005461808,0.000005481892,0.00005849872,0.0001371393,0.0004113706],"category_scores_gemma":[0.00009493525,0.0001093708,0.00009653558,0.0001707745,0.00006002177,0.00005925106,0.00004836381,0.0001581633,0.0005794786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001509532,"about_ca_system_score_gemma":0.00006268633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004068863,"about_ca_topic_score_gemma":0.000008191985,"domain_scores_codex":[0.9989704,0.00007986771,0.000186983,0.0001951112,0.0001500387,0.0004175499],"domain_scores_gemma":[0.9990872,0.0002414685,0.0000656859,0.0002729653,0.00003335428,0.0002993481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001798354,0.005432218,0.2446971,0.00003313865,0.000183116,0.001758494,0.0004723123,0.000002822757,0.6335091,0.009223526,0.05407201,0.05043636],"study_design_scores_gemma":[0.00394934,0.001441288,0.09537435,0.00000847342,0.000247021,0.0008809913,0.00004635668,0.000006335868,0.1452575,0.000129775,0.7525417,0.0001168648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805379,0.0008146543,0.000005259742,0.01064979,0.001376512,0.0003015485,0.000004963119,0.00009351499,0.006215854],"genre_scores_gemma":[0.9948506,0.000085037,0.0005358211,0.003687997,0.0006766138,0.0000844418,0.000017967,0.00002531881,0.00003615479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6984697,"threshold_uncertainty_score":0.7448218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03150875263397761,"score_gpt":0.3126076039797644,"score_spread":0.2810988513457868,"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."}}