{"id":"W2063695170","doi":"10.1007/s00345-012-0832-2","title":"Radical cystectomy for clinically muscle invasive bladder cancer: does prior non-invasive disease affect clinical outcomes?","year":2012,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Ottawa; Université de Montréal; Université Laval; University of Alberta; Dalhousie University; Western University; McGill University","funders":"","keywords":"Medicine; Cystectomy; Bladder cancer; Lymphovascular invasion; Urology; Internal medicine; Stage (stratigraphy); Nephrology; Chemotherapy; Pathological; Carcinoma; Hydronephrosis; Cancer; Oncology; Gastroenterology; Metastasis; Urinary system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165046,0.0003283939,0.001284246,0.0002641519,0.0001159743,0.00001624916,0.0002660525,0.0002056802,0.0005421797],"category_scores_gemma":[0.002010949,0.0002009274,0.00107616,0.000180884,0.0003671338,0.0001818958,0.00007521105,0.0007368159,0.00003714857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001288945,"about_ca_system_score_gemma":0.001384898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002510692,"about_ca_topic_score_gemma":0.0001865361,"domain_scores_codex":[0.996806,0.0003181745,0.001451515,0.0003376257,0.0003890474,0.0006975934],"domain_scores_gemma":[0.9941311,0.00308438,0.0008372405,0.0003800251,0.0003307265,0.001236461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006445643,0.001396312,0.9659846,0.0001044462,0.00160997,0.0003014304,0.0001952694,0.000005257321,0.0001823008,0.00005459938,0.007856438,0.01586373],"study_design_scores_gemma":[0.01647526,0.003240677,0.926089,0.0001169444,0.002943722,0.0001317209,0.0000401202,0.000008067717,0.0001190389,0.000299459,0.05029838,0.0002375464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967878,0.004469354,0.0006574391,0.01913123,0.005559307,0.001623057,0.0001060701,0.00003819016,0.000537364],"genre_scores_gemma":[0.9817867,0.001470144,0.001390595,0.01074752,0.003616366,0.0001000849,0.000008683728,0.00005966527,0.0008202579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04244194,"threshold_uncertainty_score":0.8193582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476336049192116,"score_gpt":0.3749431397911097,"score_spread":0.3401797792991885,"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."}}