{"id":"W2080467376","doi":"10.1002/cncr.23162","title":"Multiple biomarkers improve prediction of bladder cancer recurrence and mortality in patients undergoing cystectomy","year":2007,"lang":"en","type":"article","venue":"Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Bladder cancer; Cystectomy; Nomogram; Biomarker; Concordance; Oncology; Internal medicine; Lymphadenectomy; Cancer; Urology","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":[0.0001340813,0.0001326319,0.0002286302,0.00009744225,0.00002984695,0.000004749938,0.00003647844,0.00008321658,0.00009579984],"category_scores_gemma":[0.00004234953,0.0001155533,0.00003991693,0.000212386,0.00008251895,0.00009457009,0.00002256076,0.0001005679,0.000001069616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860574,"about_ca_system_score_gemma":0.0001887622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503151,"about_ca_topic_score_gemma":0.00333734,"domain_scores_codex":[0.9989821,0.00001657682,0.0002867207,0.0002769848,0.0002069801,0.0002306714],"domain_scores_gemma":[0.9994825,0.0000481426,0.0001042072,0.000160255,0.0001031471,0.0001017345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004414204,0.0001225177,0.9729749,0.0001687289,0.0001792553,0.00000330839,0.000250196,0.00000501104,0.001671285,0.000002192374,0.0001229659,0.02405821],"study_design_scores_gemma":[0.005889062,0.0002537172,0.9832176,0.0003226394,0.000126347,8.339248e-7,0.00008081674,0.000108992,0.00969932,0.00001983142,0.0001951235,0.00008574274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957322,0.001943507,0.00009525867,0.00003785384,0.0005498941,0.0005833868,0.0002136215,0.00002103397,0.0008232628],"genre_scores_gemma":[0.9989886,0.0005640682,0.00006911315,0.00009674097,0.00009469382,0.0000761318,0.00001790952,0.00001603654,0.00007665921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02397247,"threshold_uncertainty_score":0.529574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191841536541621,"score_gpt":0.3023876017629164,"score_spread":0.2804691863975002,"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."}}