{"id":"W3111693169","doi":"10.1093/neuonc/noaa215.859","title":"SURG-12. PREDICTORS OF SURVIVAL AND UTILITY OF INTRAOPERATIVE MRI FOR RESECTION OF GRADE II ASTROCYTOMAS AND OLIGODENDROGLIOMAS: A MULTICENTER ANALYSIS","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Astrocytoma; Progression-free survival; Glioma; Internal medicine; Retrospective cohort study; Overall survival; Resection; Magnetic resonance imaging; Gastroenterology; Surgery; Oncology; Radiology","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":[0.00133115,0.0003066974,0.000243752,0.0008470337,0.0001727718,0.0005390358,0.0002917528,0.0001895373,0.001210977],"category_scores_gemma":[0.002072069,0.000146881,0.0008378541,0.0007256582,0.0001696777,0.0002431329,0.0003696786,0.000190428,0.0002355593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000271618,"about_ca_system_score_gemma":0.0002787409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193846,"about_ca_topic_score_gemma":0.002246566,"domain_scores_codex":[0.9994642,0.0001795092,0.00008909293,0.0001464638,0.00006524722,0.00005535257],"domain_scores_gemma":[0.9974184,0.0003182881,0.001527101,0.000222541,0.0001975964,0.0003161218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002738938,0.000007750912,0.9984595,0.000007633432,0.0001572324,0.00002497803,0.00001007517,0.00004315804,0.0001675278,0.000004721641,0.00005499574,0.0007884803],"study_design_scores_gemma":[0.00001815438,0.0001554045,0.9986104,0.000005120088,0.0001714222,0.0002007217,0.00006256883,0.0003410522,0.0001628217,0.00001269612,0.0002564918,0.000003063356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987281,0.0002948083,0.0001046862,0.00001812497,0.000004080415,0.000006166327,0.0007049988,0.000004054437,0.0001350482],"genre_scores_gemma":[0.9990356,0.00005296327,0.00007895954,0.000008511705,0.000007297881,0.000007568071,0.0007448405,0.000002409631,0.00006192725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00193846,"threshold_uncertainty_score":0.007039905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0341941944633523,"score_gpt":0.3098234883462424,"score_spread":0.2756292938828901,"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."}}