{"id":"W3126763304","doi":"10.1016/j.euf.2020.07.002","title":"Nomogram Predicting Bladder Cancer–specific Mortality After Neoadjuvant Chemotherapy and Radical Cystectomy for Muscle-invasive Bladder Cancer: Results of an International Consortium","year":2020,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; McGill University Health Centre; University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Bladder cancer; Cystectomy; Hazard ratio; Nomogram; Oncology; Internal medicine; Proportional hazards model; Stage (stratigraphy); Cancer; Urology; Confidence interval; Chemotherapy; Neoadjuvant therapy; Breast cancer","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":[0.00650737,0.001720267,0.001199605,0.002277276,0.0008519812,0.001660421,0.001101458,0.0007918589,0.001370037],"category_scores_gemma":[0.009222772,0.0003160133,0.002286627,0.001878049,0.0005584533,0.001151627,0.001840856,0.0009023233,0.0004786678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030124,"about_ca_system_score_gemma":0.001534401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006585131,"about_ca_topic_score_gemma":0.007294382,"domain_scores_codex":[0.9983564,0.0008008537,0.0001185514,0.0002921253,0.0002811532,0.0001509727],"domain_scores_gemma":[0.9953016,0.001507138,0.0008983446,0.000718066,0.000968514,0.0006064006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005047089,0.0004862731,0.9608924,0.00008300869,0.001437181,0.00008547362,0.0002462346,0.002663258,0.0006383198,0.0001040656,0.002572187,0.02574449],"study_design_scores_gemma":[0.0004923453,0.0009077587,0.9840571,0.00005002634,0.00174841,0.0003155198,0.0005232536,0.008834499,0.0005215239,0.0001762905,0.0023071,0.00006619877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926439,0.0008338265,0.001200911,0.0002271489,0.00009641406,0.000124051,0.003090375,0.00007024159,0.001713121],"genre_scores_gemma":[0.9919724,0.0003758962,0.001083578,0.00006921609,0.00007928251,0.00009024854,0.005604342,0.00004091745,0.0006841812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006585131,"threshold_uncertainty_score":0.03441465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881773515258731,"score_gpt":0.2999323088744398,"score_spread":0.2711145737218525,"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."}}