{"id":"W4378906038","doi":"10.5489/cuaj.8231","title":"Real-life benchmarking bladder cancer care","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Institute for Clinical Evaluative Sciences","keywords":"Benchmarking; Benchmark (surveying); Bladder cancer; Population; Medicine; Cystectomy; Cohort; Health care; Medical physics; Cancer; Emergency medicine; Internal medicine; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.01096359,0.0003287196,0.0003194545,0.002015382,0.0008829706,0.002247518,0.001432403,0.0003526369,0.002657724],"category_scores_gemma":[0.02944623,0.0001605369,0.0004046855,0.004562933,0.001152136,0.001051298,0.002256157,0.0003462315,0.0003673725],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01486272,"about_ca_system_score_gemma":0.01630238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3190041,"about_ca_topic_score_gemma":0.3047204,"domain_scores_codex":[0.9868824,0.00472792,0.001282769,0.001234808,0.005004732,0.0008673535],"domain_scores_gemma":[0.9763352,0.003394098,0.006789092,0.002350024,0.009746787,0.001384732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000210446,0.0001005967,0.8471257,0.000818016,0.0002607154,0.00009122439,0.003785604,0.01518293,0.0005357614,0.006344296,0.02301981,0.1025249],"study_design_scores_gemma":[0.00005749602,0.0003442078,0.9126352,0.0006594633,0.00008320199,0.0001914923,0.004607178,0.0172282,0.001207986,0.00419659,0.05867966,0.0001092644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8084968,0.002596081,0.03558845,0.01150747,0.0002612118,0.001543881,0.05619223,0.001122899,0.08269095],"genre_scores_gemma":[0.9786456,0.0004631379,0.0090553,0.0002855455,0.00004296968,0.0003067019,0.0103608,0.00003239691,0.0008075458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9851373,"threshold_uncertainty_score":0.6342946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184979979100308,"score_gpt":0.2823876694832682,"score_spread":0.2605378696922651,"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."}}