{"id":"W4319333335","doi":"10.1111/bju.15984","title":"Prognostic impact of variant histologies in urothelial bladder cancer treated with radical cystectomy","year":2023,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"European Association of Urology; Bladder Cancer Advocacy Network","keywords":"Cystectomy; Medicine; Cohort; Bladder cancer; Internal medicine; Proportional hazards model; Oncology; Stage (stratigraphy); Urology; T-stage; Cancer; Biology","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":[0.0001937703,0.0001438352,0.0006367149,0.0002984342,0.00002736186,0.000009157269,0.0001099746,0.0001334813,0.000315056],"category_scores_gemma":[0.0001715987,0.0001108946,0.0001629311,0.0004224761,0.0002233079,0.00006481115,0.00001997291,0.0003404921,0.000005847988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464948,"about_ca_system_score_gemma":0.0007185962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002448501,"about_ca_topic_score_gemma":0.0003278764,"domain_scores_codex":[0.9986607,0.0001251113,0.0004752963,0.0001676239,0.0002410284,0.000330233],"domain_scores_gemma":[0.999236,0.000122398,0.00023911,0.0001014653,0.0001724188,0.0001285693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00846331,0.000968362,0.8912261,0.00009738392,0.001842347,0.05439748,0.0003761178,0.0008601276,0.003105976,0.0000151881,0.004266176,0.03438146],"study_design_scores_gemma":[0.01085642,0.006532961,0.9500976,0.0002533918,0.0004957109,0.03074805,0.00003617222,0.0001060521,0.0002181448,0.00008700394,0.0004525128,0.0001160256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953657,0.003208079,0.00004205016,0.0005570371,0.000120317,0.0002976844,0.0000540538,0.00002708884,0.0003280275],"genre_scores_gemma":[0.9983726,0.001108974,0.00009931657,0.000104113,0.0001402709,0.00002381923,0.000006883141,0.00002727569,0.0001167332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05887149,"threshold_uncertainty_score":0.452215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776712502458008,"score_gpt":0.2949014264179375,"score_spread":0.2771343013933575,"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."}}