{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008019804,0.0003323415,0.0004880429,0.0006248322,0.0001717156,0.0004359681,0.0002642416,0.0004180596,0.000637684],"category_scores_gemma":[0.005172347,0.0001542988,0.0004155932,0.0004572658,0.0001675672,0.000340783,0.0003448607,0.0004336763,0.0001428595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630532,"about_ca_system_score_gemma":0.0002502745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105658,"about_ca_topic_score_gemma":0.001793306,"domain_scores_codex":[0.9996736,0.0001249438,0.00003895256,0.00005791528,0.00006485363,0.00003976176],"domain_scores_gemma":[0.9979139,0.0009445413,0.0006588298,0.00009484339,0.000203515,0.0001843732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002136894,0.00002334266,0.9958831,0.000007256878,0.0000550744,0.00002635985,0.00001204836,0.0002808964,0.0001799827,0.000004609507,0.00004939512,0.003264325],"study_design_scores_gemma":[0.00001567149,0.0002307131,0.9950263,0.00001120546,0.0001207481,0.0001977252,0.00003646173,0.003711746,0.0004204554,0.00005541562,0.0001677542,0.000005876135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985489,0.0008222212,0.0002253339,0.00008111116,0.0000101842,0.0000058407,0.0001000075,0.000007065953,0.0001992776],"genre_scores_gemma":[0.9995781,0.00008698209,0.0001743486,0.0000119901,0.00001272666,0.000003414957,0.00009119105,9.36256e-7,0.00004043635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00105658,"threshold_uncertainty_score":0.004241347,"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."}}