{"id":"W2063265618","doi":"10.1016/j.ijrobp.2008.06.674","title":"Atypical and Malignant Meningiomas: Long-term Results with Radiation Therapy","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Univariate analysis; Presentation (obstetrics); Radiation therapy; Meningioma; Edema; Surgery; Malignant meningioma; Internal medicine; Multivariate analysis","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":[0.001188379,0.0005862528,0.001388988,0.000872491,0.0009545189,0.000825593,0.0006592378,0.001139457,0.001313593],"category_scores_gemma":[0.002188577,0.0001279854,0.001788002,0.0009584333,0.0007455297,0.0008603061,0.0004551436,0.00101568,0.0004940759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005789098,"about_ca_system_score_gemma":0.0004394163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002161935,"about_ca_topic_score_gemma":0.002180312,"domain_scores_codex":[0.9994152,0.0001432913,0.00008097539,0.00009728953,0.0001104917,0.0001528608],"domain_scores_gemma":[0.9983139,0.0006422202,0.0003182823,0.0002292204,0.0001863698,0.000310027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08953243,0.01927233,0.4112477,0.001145483,0.003466317,0.05016447,0.002404101,0.005209099,0.03131834,0.0007723997,0.002072775,0.3833946],"study_design_scores_gemma":[0.002234806,0.08348445,0.8024136,0.0003464746,0.005527969,0.06786966,0.001660725,0.00277552,0.02145636,0.00160416,0.01036392,0.00026224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807097,0.01507215,0.0005263115,0.0002862583,0.0001346732,0.00003619055,0.0004457842,0.00002903736,0.002759895],"genre_scores_gemma":[0.9950047,0.00280656,0.0001672158,0.0001513784,0.0001682739,0.00002036839,0.0006090421,0.00001187299,0.001060694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002161935,"threshold_uncertainty_score":0.006284833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033727106947434,"score_gpt":0.3217209479254377,"score_spread":0.2879938409780036,"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."}}