{"id":"W2789371496","doi":"10.1016/j.radonc.2018.01.017","title":"Improved cost-effectiveness of short-course radiotherapy in elderly and/or frail patients with glioblastoma","year":2018,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"International Atomic Energy Agency; Ralph M. Parsons Foundation","keywords":"Glioblastoma; Radiation therapy; Medicine; Oncology; Internal medicine; 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":[0.0004444202,0.0001858855,0.0004684647,0.0002827025,0.0001459927,0.000415575,0.0002376194,0.0002692483,0.001995804],"category_scores_gemma":[0.002363579,0.00007974751,0.001210335,0.0004943605,0.0001306695,0.0003831535,0.0003514833,0.0003744083,0.00008171522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423302,"about_ca_system_score_gemma":0.0009171737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006533754,"about_ca_topic_score_gemma":0.01129819,"domain_scores_codex":[0.9997578,0.0001077626,0.00003099501,0.00002008279,0.00003331532,0.00004994421],"domain_scores_gemma":[0.9995903,0.0001190284,0.0001291915,0.00001437738,0.00003515309,0.0001119135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0313836,0.001880979,0.6108254,0.001186232,0.004093957,0.0006067012,0.0002200342,0.01401806,0.001885128,0.001175871,0.004723341,0.3280007],"study_design_scores_gemma":[0.001238686,0.006341092,0.9777465,0.0002370599,0.002436925,0.000869451,0.0003737241,0.006546349,0.0004335635,0.001131658,0.002616036,0.00002891508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900394,0.007512785,0.0001389291,0.0008290437,0.00005107534,0.00001890695,0.0003571308,0.000004951366,0.001047687],"genre_scores_gemma":[0.9983475,0.000958903,0.0001359555,0.0001077819,0.00002614822,0.000007126417,0.0002904643,0.000001116426,0.0001249934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006533754,"threshold_uncertainty_score":0.01299143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375718858414723,"score_gpt":0.3142253402170743,"score_spread":0.3004681516329271,"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."}}