{"id":"W4414889590","doi":"10.1111/bju.70018","title":"Temporal trends and clinical determinants of urinary diversion after radical cystectomy","year":2025,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Cystectomy; Urinary diversion; Ureterosigmoidostomy; Urinary system; Comorbidity","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":[0.001060122,0.0001213727,0.0001899306,0.0007414802,0.0002282787,0.0006451682,0.0003829333,0.0004502505,0.00108863],"category_scores_gemma":[0.004397367,0.0001847115,0.0003110176,0.001578567,0.0002992218,0.0006327143,0.0003998638,0.0005049223,0.0001813655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376832,"about_ca_system_score_gemma":0.000411645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007634439,"about_ca_topic_score_gemma":0.008216078,"domain_scores_codex":[0.9994143,0.00011702,0.0001048474,0.0001638629,0.00009385189,0.0001061042],"domain_scores_gemma":[0.9956937,0.0007022888,0.002690134,0.0002138531,0.0003898491,0.0003101705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004854998,0.000007588391,0.9989581,0.000005502097,0.00001950203,0.00002572202,0.00003709263,0.00003890523,0.00005879222,0.00001169477,0.00004196789,0.0007466877],"study_design_scores_gemma":[0.000001167415,0.0000320669,0.9994581,0.000003821107,0.000006515183,0.000125248,0.0001167248,0.0001314041,0.00002608985,0.000006867415,0.00009026836,0.000001651233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982908,0.0005870627,0.00009963541,0.0000986632,0.000007936022,0.000003916869,0.000600818,0.000003954119,0.0003071856],"genre_scores_gemma":[0.9991426,0.0001867443,0.00005168152,0.00001733017,0.00001238555,0.000003312407,0.0005239153,0.000001819068,0.0000601723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007634439,"threshold_uncertainty_score":0.01517999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518143631971009,"score_gpt":0.3218315943221197,"score_spread":0.3066501580024096,"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."}}