{"id":"W3034189560","doi":"10.1016/j.euf.2020.05.004","title":"Stratification of Intermediate-risk Non–muscle-invasive Bladder Cancer Patients: Implications for Adjuvant Therapies","year":2020,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Nomogram; Bladder cancer; Interquartile range; Proportional hazards model; Retrospective cohort study; Oncology; Internal medicine; Disease; Adjuvant therapy; Cystectomy; Adjuvant; Risk stratification; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0000714529,0.0001607783,0.0002676898,0.00004834189,0.00007131671,0.000007098176,0.0001377383,0.00004860573,0.00009334525],"category_scores_gemma":[0.0001270531,0.0001312589,0.0001161743,0.0001113177,0.0001253669,0.00005247612,0.00003273411,0.0001268313,0.0000365117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002375125,"about_ca_system_score_gemma":0.0001104715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003721686,"about_ca_topic_score_gemma":0.00003356905,"domain_scores_codex":[0.9989539,0.0001035087,0.0003333025,0.0003351089,0.00008020546,0.0001939897],"domain_scores_gemma":[0.9990667,0.00009800259,0.0002295391,0.0002525254,0.0002300521,0.000123185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002031649,0.001280222,0.6369001,0.0001929933,0.001739439,0.00001108965,0.01193975,0.00004385253,0.04550691,0.0006508671,0.01496994,0.2847332],"study_design_scores_gemma":[0.003267032,0.002719511,0.986068,0.00001273961,0.0004816934,0.000001085235,0.0001042626,0.00002542187,0.00291809,0.0002535245,0.004030024,0.0001185986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788027,0.001592773,0.002858593,0.009526538,0.0002740932,0.001648938,0.001034098,0.00009896487,0.004163327],"genre_scores_gemma":[0.9971007,0.000427857,0.0002087015,0.001632375,0.0002686526,0.0001354839,0.0001268775,0.000049162,0.00005018953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.349168,"threshold_uncertainty_score":0.5352582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343235236366073,"score_gpt":0.277809603629726,"score_spread":0.2543772512660653,"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."}}