{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006846256,0.0005060452,0.001446047,0.0003069545,0.0007947466,0.0001151938,0.0008264669,0.0005940369,0.001338556],"category_scores_gemma":[0.001565454,0.0004392501,0.0003551372,0.0001169628,0.0004510256,0.000251027,0.0007765071,0.0009525758,0.001204545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308672,"about_ca_system_score_gemma":0.0004371323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139158,"about_ca_topic_score_gemma":0.0001990977,"domain_scores_codex":[0.9962372,0.0004902841,0.0008537383,0.001008575,0.0005376527,0.0008725868],"domain_scores_gemma":[0.9957086,0.00102618,0.000874687,0.001753706,0.0001517206,0.0004850642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005534146,0.003028426,0.354996,0.0001388431,0.002516014,0.1004751,0.003477911,0.00002731558,0.1122723,0.006536253,0.1571983,0.2537994],"study_design_scores_gemma":[0.01755359,0.006240179,0.3094875,0.0000520438,0.001577912,0.0008548851,0.0003903193,0.0002981961,0.006528561,0.001973596,0.6543541,0.0006891665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8873885,0.0001117888,0.0002015022,0.01386034,0.004704806,0.0008211723,0.00006902451,0.0002471019,0.09259573],"genre_scores_gemma":[0.9907038,0.00004226787,0.0042703,0.002306991,0.001374659,0.0001335264,0.00009906902,0.00007529424,0.00099409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4971558,"threshold_uncertainty_score":0.9998059,"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."}}