{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002395761,0.000296316,0.0004939148,0.00007595023,0.00007662032,0.00002305531,0.0001989728,0.0001102204,0.0002966359],"category_scores_gemma":[0.0001016519,0.0002579957,0.0001445403,0.0001201562,0.0003950144,0.0001135474,0.00007456781,0.0002722978,0.000006704571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005376518,"about_ca_system_score_gemma":0.0001641139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003023367,"about_ca_topic_score_gemma":0.0001421406,"domain_scores_codex":[0.997841,0.00019346,0.0005910754,0.0007481708,0.0002575551,0.0003687236],"domain_scores_gemma":[0.9987895,0.0001167713,0.0002525772,0.0003306645,0.0001744783,0.0003359316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04550605,0.001858123,0.5197778,0.0004101287,0.007406548,0.002092955,0.01532258,0.0001824447,0.02867233,0.0001677148,0.006522375,0.372081],"study_design_scores_gemma":[0.0345047,0.005117379,0.869468,0.0001022495,0.0009861139,0.0001143496,0.0002492961,0.0008882876,0.009592243,0.0000730109,0.07837668,0.0005277305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843649,0.002617167,0.0003245957,0.007145228,0.0004979896,0.001022276,0.001146777,0.000121665,0.002759398],"genre_scores_gemma":[0.9937205,0.001074063,0.0004259615,0.003093053,0.001298461,0.0001456609,0.00008037946,0.00008261781,0.00007934686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3715532,"threshold_uncertainty_score":0.9999872,"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."}}