{"id":"W3112353403","doi":"10.1093/neuonc/noaa215.587","title":"NCOG-49. COMBINED NECROSIS AND BRAIN INVASION PREDICT RADIO-RESISTANCE AND TUMOR RECURRENCE IN ATYPICAL MENINGIOMA","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Necrosis; Meningioma; Grading (engineering); Univariate analysis; Cohort; Proportional hazards model; Radiation therapy; Internal medicine; Concomitant; Adjuvant therapy; Surgery; Gastroenterology; Cancer; 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":[0.0002549819,0.000138727,0.0001973178,0.0005377411,0.0002373583,0.0004173747,0.000224219,0.000193398,0.002316219],"category_scores_gemma":[0.001198183,0.0001016216,0.0002697861,0.000666899,0.0001500419,0.0001760455,0.0002682139,0.0002057893,0.0002477556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243041,"about_ca_system_score_gemma":0.000351413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00404693,"about_ca_topic_score_gemma":0.007366742,"domain_scores_codex":[0.9997961,0.00003026676,0.00003901749,0.00004516066,0.0000484124,0.00004111591],"domain_scores_gemma":[0.998969,0.0001190973,0.0005521448,0.00005536837,0.0001143553,0.0001900249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009882731,0.000005179233,0.99872,0.00000731062,0.00001235826,0.00008907705,0.000008487661,0.00002366325,0.0002745866,0.000004012205,0.0000664488,0.0006900713],"study_design_scores_gemma":[0.000004478785,0.00002880696,0.9986845,0.000004061323,0.00002262191,0.0005676639,0.00004016958,0.0001654266,0.000217596,0.00001499103,0.0002484079,0.000001336018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99843,0.0002229342,0.00005410573,0.00002726353,0.000004897072,0.000005368552,0.0007096415,0.000005039952,0.0005406651],"genre_scores_gemma":[0.9993237,0.00004324949,0.00006639266,0.000005572333,0.00000500065,0.000004392388,0.0004055575,0.000001558374,0.0001445048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00404693,"threshold_uncertainty_score":0.008046746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975072618798996,"score_gpt":0.2769766309139448,"score_spread":0.2472259047259548,"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."}}