{"id":"W4213275011","doi":"10.1200/jco.2022.40.6_suppl.433","title":"Multi-institutional matched comparison of radical cystectomy to trimodality therapy for muscle-invasive bladder cancer.","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Sinai Health System; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Cystectomy; Bladder cancer; Proportional hazards model; Clinical endpoint; Oncology; Urology; Stage (stratigraphy); Randomized controlled trial; Internal medicine; Surgery; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005862795,0.000578356,0.00122625,0.0007302159,0.0004359139,0.0008796766,0.0007942863,0.001115789,0.003599991],"category_scores_gemma":[0.01016147,0.000414903,0.003761343,0.000801096,0.0005245536,0.0007288317,0.0008661622,0.0007783886,0.0004882486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008576183,"about_ca_system_score_gemma":0.001045514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305865,"about_ca_topic_score_gemma":0.00163876,"domain_scores_codex":[0.9943153,0.003157945,0.0006944259,0.001031198,0.0004354818,0.0003655522],"domain_scores_gemma":[0.9943075,0.001497649,0.002516859,0.0008015045,0.0003536404,0.0005227672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8283545,0.004439482,0.116056,0.001541227,0.02170287,0.00009129268,0.0001809515,0.001239705,0.00136421,0.0002962496,0.001253696,0.02347986],"study_design_scores_gemma":[0.1526671,0.190391,0.6133508,0.0005049589,0.02919934,0.0002735205,0.0005446346,0.005006164,0.002234066,0.001289651,0.004369586,0.0001691361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905998,0.003559562,0.001045664,0.0001092502,0.00024299,0.00126357,0.00203348,0.00002641494,0.001119256],"genre_scores_gemma":[0.9971608,0.0003142588,0.0004210308,0.0001330738,0.00007322874,0.0007094727,0.0009766296,0.000004388552,0.0002070945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005862795,"threshold_uncertainty_score":0.03100586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2296727102480653,"score_gpt":0.5197063525925104,"score_spread":0.2900336423444451,"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."}}