{"id":"W2757114898","doi":"10.1016/j.radonc.2017.08.036","title":"Bladder-sparing radiotherapy for muscle-invasive bladder cancer: A survey of providers to determine barriers and enablers","year":2017,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Canadian Cancer Society Research Institute","keywords":"Medicine; Referral; Bladder cancer; Context (archaeology); Cystectomy; Radiation therapy; Logistic regression; Internal medicine; Oncology; Urology; Cancer; Family medicine; Gynecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001908529,0.0001412999,0.0002890815,0.0006330232,0.001049758,0.0007524022,0.0003333814,0.0006762033,0.002178002],"category_scores_gemma":[0.00714984,0.0003963893,0.0004466542,0.001524291,0.0003637187,0.001202289,0.0009008332,0.001051185,0.0001675826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140842,"about_ca_system_score_gemma":0.003624794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03162199,"about_ca_topic_score_gemma":0.05131863,"domain_scores_codex":[0.9986715,0.0003836504,0.0001675627,0.00009644081,0.0002604988,0.0004204303],"domain_scores_gemma":[0.9930107,0.001669471,0.003216866,0.00008604467,0.0008124321,0.001204472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003510376,0.0001491844,0.9920013,0.00007256223,0.00003720178,0.0001119468,0.003237203,0.00004156238,0.0001856283,0.0000694588,0.0008325039,0.003226342],"study_design_scores_gemma":[0.00001478105,0.0001769474,0.9655553,0.0002269525,0.00004291487,0.0003662288,0.03072279,0.0002343404,0.00009103958,0.00005840291,0.002493486,0.00001696328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966921,0.0005665496,0.000107853,0.001177085,0.00001341939,0.00004884077,0.0004367264,0.000002387601,0.0009551535],"genre_scores_gemma":[0.9978151,0.0007823395,0.000248815,0.0006491609,0.00001059175,0.00004899121,0.0002218731,0.000003744803,0.0002193296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03162199,"threshold_uncertainty_score":0.06287587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04879206485545017,"score_gpt":0.3528853327304933,"score_spread":0.3040932678750431,"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."}}