{"id":"W4378782099","doi":"10.1007/s11060-023-04340-4","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":"Journal of Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Bevacizumab; Internal medicine; Cumulative incidence; Confidence interval; Radiation therapy; Glioma; Gastroenterology; Population; Clinical endpoint; Incidence (geometry); Multivariate analysis; Surgery; Randomized controlled trial; Chemotherapy; Cohort","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":[0.0005526633,0.0003211933,0.0005089396,0.0007381658,0.0003170336,0.0005148297,0.0003839998,0.0004093331,0.001186677],"category_scores_gemma":[0.001593965,0.0001594229,0.0007945585,0.001000197,0.0002687638,0.0004001958,0.0002795991,0.0004936052,0.0002597723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448165,"about_ca_system_score_gemma":0.0004738039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273874,"about_ca_topic_score_gemma":0.002737217,"domain_scores_codex":[0.9997473,0.00006270139,0.00003142728,0.00004420176,0.00004497532,0.00006938294],"domain_scores_gemma":[0.9990612,0.0002818684,0.0002982267,0.00007533164,0.00008042269,0.0002030801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007918669,0.00004589595,0.9951532,0.000006650326,0.0000916451,0.000175966,0.00003633603,0.0001722467,0.0004638812,0.00001239558,0.00006908004,0.002980916],"study_design_scores_gemma":[0.00001161659,0.0002871382,0.9979681,0.000003497,0.000103286,0.0005797519,0.0001180554,0.0005899033,0.0001397334,0.00003631438,0.0001572543,0.000005315067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993076,0.0002463658,0.00008278247,0.00002415996,0.000004435768,0.000003099676,0.00008494221,0.000003153991,0.0002434588],"genre_scores_gemma":[0.9995981,0.00006576556,0.00003902204,0.00000583683,0.000008271311,0.000002766205,0.0001741723,0.000002304648,0.0001038597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002273874,"threshold_uncertainty_score":0.004521251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464917180470607,"score_gpt":0.3407287930785658,"score_spread":0.2960796212738597,"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."}}