{"id":"W4229032940","doi":"10.1002/cam4.4786","title":"Clinical outcomes and patterns of population‐based management of urachal carcinoma of the bladder: An analysis of the National Cancer Database","year":2022,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Cystectomy; Bladder cancer; Cohort; Population; Cancer registry; Proportional hazards model; Internal medicine; Cancer; Oncology; Perioperative; Database; Surgery","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":[0.000443761,0.00008228398,0.0005327826,0.0001124605,0.00006820482,2.484448e-7,0.0001469421,0.0000220814,0.0004868966],"category_scores_gemma":[0.00005977027,0.00004446634,0.0001388639,0.0004361215,0.0002992333,0.00002180483,0.0001770922,0.0001201866,1.699018e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005782898,"about_ca_system_score_gemma":0.00008555084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334629,"about_ca_topic_score_gemma":0.0008243669,"domain_scores_codex":[0.9985816,0.0001336644,0.0005293091,0.000159602,0.0005205075,0.00007531494],"domain_scores_gemma":[0.9989572,0.0001721056,0.0004093055,0.0002755921,0.0001522508,0.0000335748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001908664,0.0002206238,0.9955307,0.0001815838,0.001686223,0.000002084278,0.0003372713,0.0004536488,0.00008144182,0.0001333198,0.0002477052,0.0009345445],"study_design_scores_gemma":[0.001791003,0.0003607046,0.9918348,0.00008933181,0.003839127,0.00000103503,0.001107717,0.0006388802,0.00008694455,0.00001375547,0.0002020011,0.00003471429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924515,0.001350713,0.000007664149,0.004844551,0.0002548083,0.0002533277,0.0007055974,0.000002200175,0.0001296208],"genre_scores_gemma":[0.9985698,0.0001474246,0.00003112348,0.0008150712,0.00005604664,0.00004445008,0.00006550588,0.00000483774,0.0002656825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00611834,"threshold_uncertainty_score":0.5331176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08957559613509569,"score_gpt":0.4223835857555027,"score_spread":0.332807989620407,"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."}}