{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001252203,0.000336794,0.0002277085,0.001132005,0.0005369403,0.001203341,0.000216874,0.0003962721,0.01174791],"category_scores_gemma":[0.0006172897,0.0001009536,0.0002865802,0.001237405,0.0003030274,0.0004845963,0.0003902067,0.0004470122,0.004343881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009088291,"about_ca_system_score_gemma":0.0007534279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004417277,"about_ca_topic_score_gemma":0.009933173,"domain_scores_codex":[0.9998289,0.00001167975,0.00001207345,0.00002202264,0.00005969692,0.0000655658],"domain_scores_gemma":[0.9997761,0.00002629755,0.00005798207,0.00002563727,0.00005658606,0.00005752103],"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":[0.0008719888,0.0001765255,0.2433324,0.0008823949,0.000198133,0.03325088,0.0005662236,0.0006544738,0.0352116,0.009211935,0.0494904,0.626153],"study_design_scores_gemma":[0.00006285694,0.0004753126,0.3721939,0.0002837085,0.0003851384,0.1907694,0.001257724,0.0009617401,0.03884848,0.01017659,0.3845319,0.0000531909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5313246,0.02474783,0.00734826,0.003461217,0.0006607713,0.0002527583,0.004836819,0.0008695467,0.4264983],"genre_scores_gemma":[0.9355394,0.006915063,0.002856386,0.0008178495,0.0003521859,0.0000460548,0.002581918,0.0001425375,0.05074869],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01174791,"threshold_uncertainty_score":0.03930062,"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."}}