{"id":"W2473053524","doi":"10.1200/jco.2011.29.7_suppl.240","title":"Multi-institutional quality-of-care initiative for nonmetastatic, muscle-invasive, transitional cell carcinoma of the bladder: Phase I.","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Cystectomy; Perioperative; Bladder cancer; Chemotherapy; Neoadjuvant therapy; Lymphadenectomy; Cisplatin; Oncology; Retrospective cohort study; Internal medicine; Cancer; Urology; Surgery","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":[0.02605927,0.0008937952,0.001823248,0.001621659,0.00100962,0.002197403,0.002684767,0.001326479,0.003498493],"category_scores_gemma":[0.01351263,0.0005337531,0.003308245,0.003223856,0.0009799569,0.001131385,0.004013023,0.001491513,0.0004802773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004679796,"about_ca_system_score_gemma":0.01383801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007110413,"about_ca_topic_score_gemma":0.01015186,"domain_scores_codex":[0.9889212,0.006604864,0.0008545973,0.0006802633,0.001950262,0.0009889215],"domain_scores_gemma":[0.9833692,0.001715308,0.008176607,0.0006383925,0.002043191,0.004057475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03543588,0.01526621,0.6802019,0.01142084,0.006776359,0.00005848727,0.0006828442,0.00282417,0.001429195,0.001197779,0.02054189,0.2241645],"study_design_scores_gemma":[0.07713241,0.02141368,0.8747194,0.004790984,0.003929589,0.00009911564,0.0007211835,0.002321545,0.0007995875,0.0005293515,0.01346693,0.00007619852],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7417939,0.05743241,0.00893536,0.01097022,0.001060041,0.1225563,0.04259133,0.0003995753,0.01426068],"genre_scores_gemma":[0.798531,0.01563674,0.04037844,0.007326086,0.0005870574,0.1029249,0.03282438,0.0001054898,0.001685984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02605927,"threshold_uncertainty_score":0.1378163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3090803812751522,"score_gpt":0.4821556244112892,"score_spread":0.173075243136137,"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."}}