{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002110079,0.000153061,0.0006467612,0.0005959078,0.00007371518,0.000005748212,0.00005547423,0.0001064428,0.00000547831],"category_scores_gemma":[0.0009273683,0.0001268238,0.0001699077,0.0008505944,0.00009522069,0.000140157,0.00001522461,0.00004678769,2.427007e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006017002,"about_ca_system_score_gemma":0.0000559752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003300211,"about_ca_topic_score_gemma":0.0002813803,"domain_scores_codex":[0.9987698,0.00008602943,0.0004149679,0.0003491782,0.0001704818,0.0002095325],"domain_scores_gemma":[0.9967113,0.002520646,0.0003615821,0.0001712955,0.0001344898,0.0001006731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006311316,0.0008572612,0.9580454,0.0002323491,0.0007740611,0.000005670942,0.0006300222,0.001088243,0.01750165,0.0003127282,0.0001427939,0.01977871],"study_design_scores_gemma":[0.003289471,0.006378514,0.9464047,0.00002074067,0.003559224,9.828398e-7,0.0005406967,0.003705816,0.03434794,0.0002217606,0.001431118,0.00009906106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963443,0.000545172,0.0001103832,0.0005724811,0.0006354488,0.001334771,0.0003981493,0.00005194123,0.000007298558],"genre_scores_gemma":[0.9975419,0.000622584,0.000388673,0.00001740531,0.00007130711,0.0004215757,0.0009166047,0.00001784622,0.000002118551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01967965,"threshold_uncertainty_score":0.5171725,"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."}}