{"id":"W4200222393","doi":"10.5489/cuaj.7733","title":"Practice-changing publications: Muscle-invasive bladder cancer","year":2021,"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":"Dalhousie University; University of Toronto","funders":"","keywords":"Bladder cancer; Medicine; Cancer; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01742678,0.000595251,0.000763485,0.01725341,0.004296241,0.01002735,0.002582649,0.005362065,0.03661233],"category_scores_gemma":[0.1314518,0.0004370179,0.0009292468,0.02228156,0.003498249,0.006277902,0.003825823,0.00393068,0.003619179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02005336,"about_ca_system_score_gemma":0.07727639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1387553,"about_ca_topic_score_gemma":0.2945489,"domain_scores_codex":[0.9815187,0.004471413,0.00279705,0.001705833,0.007529143,0.001977845],"domain_scores_gemma":[0.6897333,0.0756006,0.04625772,0.00655888,0.1097677,0.07208178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001358963,0.0000916522,0.01911313,0.004092442,0.00007843474,0.000527512,0.001850769,0.00008202333,0.0002877798,0.005897629,0.7837493,0.1840934],"study_design_scores_gemma":[0.00007607626,0.0000542134,0.03778519,0.009904474,0.0001141885,0.001125322,0.004819385,0.0001438457,0.0001624845,0.003106422,0.9426501,0.00005829649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01485203,0.1341338,0.000691401,0.6787512,0.06054505,0.0002486554,0.005546455,0.0003831827,0.1048482],"genre_scores_gemma":[0.23106,0.3230891,0.005728728,0.2643702,0.1061301,0.0004438262,0.008820855,0.000709557,0.05964762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1387553,"threshold_uncertainty_score":0.2758954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511554071973324,"score_gpt":0.2901529169606054,"score_spread":0.2650373762408722,"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."}}