{"id":"W2767624622","doi":"10.1093/neuonc/nox168.546","title":"MNGI-08. HIGH-RISK MENINGIOMA: INITIAL OUTCOMES FROM NRG ONCOLOGY/RTOG-0539","year":2017,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; McGill University Health Centre; Juravinski Cancer Centre; Western University","funders":"","keywords":"Medicine; Internal medicine; Meningioma; Oncology; Surgery","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":[0.00275,0.000570132,0.0009406181,0.0003323818,0.0002971817,0.0005530991,0.0004443361,0.0004682285,0.002053251],"category_scores_gemma":[0.001093483,0.0001798971,0.0008159963,0.0004229723,0.0003350143,0.0002897976,0.0004728017,0.00121201,0.0004653967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394027,"about_ca_system_score_gemma":0.00144605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002840456,"about_ca_topic_score_gemma":0.0121467,"domain_scores_codex":[0.9993939,0.0003067834,0.00003234392,0.00005606695,0.0001120962,0.00009877862],"domain_scores_gemma":[0.9993856,0.00009777077,0.000130919,0.00007225677,0.0000372996,0.0002761218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4145021,0.01747467,0.2119516,0.001510772,0.0027617,0.0004410852,0.0004277126,0.006625284,0.01445407,0.0009439693,0.03438143,0.2945256],"study_design_scores_gemma":[0.1109523,0.2965046,0.5470298,0.0003403733,0.002449489,0.0009063387,0.0002446878,0.003434286,0.007430421,0.0009448585,0.02969609,0.00006673537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772906,0.003646355,0.0003269914,0.0009734464,0.00005965857,0.001264497,0.007250927,0.00007934645,0.009108241],"genre_scores_gemma":[0.9817045,0.001518743,0.001084294,0.001041884,0.00009476552,0.001102785,0.01023796,0.00004265938,0.003172374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002840456,"threshold_uncertainty_score":0.01454353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05114736688437131,"score_gpt":0.3490353599664027,"score_spread":0.2978879930820314,"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."}}