{"id":"W4384070577","doi":"10.1093/noajnl/vdad071.030","title":"RE-IRRADIATION FOR RECURRENT HIGH-GRADE GLIOMA: AN ANALYSIS OF PROGNOSTIC FACTORS FOR SURVIVAL AND PREDICTORS OF RADIATION NECROSIS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Internal medicine; Radiation therapy; Confidence interval; Multivariate analysis; Gastroenterology; Incidence (geometry); Population; Glioma; Overall survival; Cumulative incidence; Oncology; Transplantation; Cancer research","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":[0.0002548623,0.0001323093,0.0002247564,0.0003935077,0.0001113371,0.0002790973,0.0001611982,0.0001670878,0.0009687232],"category_scores_gemma":[0.0009866877,0.00007267704,0.0002844672,0.0004632086,0.0001159243,0.0001676783,0.0001565636,0.0002026806,0.0001902346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001573876,"about_ca_system_score_gemma":0.0001508274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561392,"about_ca_topic_score_gemma":0.002073614,"domain_scores_codex":[0.999889,0.00003050297,0.00001582971,0.00002304321,0.00002156883,0.00002001247],"domain_scores_gemma":[0.9994239,0.0001167111,0.0002993784,0.00002918736,0.00004439003,0.00008643502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001084084,0.000006573179,0.9981634,0.000004197926,0.0000183376,0.00007002972,0.00001050945,0.00003967913,0.0001983355,0.000003364101,0.00005031838,0.001326913],"study_design_scores_gemma":[0.000005738841,0.0001001185,0.9983233,0.000005046685,0.00003390212,0.0007455388,0.00006051776,0.0003893336,0.0001574805,0.00001218911,0.0001647747,0.000001981477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994205,0.000240247,0.00006227276,0.00001727607,0.000001960534,0.000002016983,0.0001282514,0.000002747296,0.0001247272],"genre_scores_gemma":[0.9997473,0.00004370793,0.00003301388,0.000004136319,0.000002907894,0.000001174048,0.000137862,8.296016e-7,0.00002910673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001561392,"threshold_uncertainty_score":0.003240705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035609046933219,"score_gpt":0.3345524100230249,"score_spread":0.3041963195536928,"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."}}