{"id":"W4414870711","doi":"10.1093/oncolo/oyaf333","title":"Guiding first-line treatment decisions in advanced urothelial carcinoma: a global survey","year":2025,"lang":"en","type":"article","venue":"The Oncologist","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Comprehensive Cancer Network","keywords":"Identification (biology); Selection (genetic algorithm); Precision medicine; MEDLINE; Data collection; Urothelial 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003534902,0.0001643217,0.0002334439,0.0006963942,0.0003818783,0.0007560606,0.0003382012,0.0007433865,0.001485667],"category_scores_gemma":[0.01044699,0.0002159939,0.0003203019,0.001150444,0.0004740104,0.0008432471,0.0009312725,0.000664932,0.0002376299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007276439,"about_ca_system_score_gemma":0.001042275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003831437,"about_ca_topic_score_gemma":0.00401873,"domain_scores_codex":[0.9976649,0.001259892,0.0002876991,0.0001813442,0.0002859577,0.0003202767],"domain_scores_gemma":[0.9890015,0.003667186,0.004385678,0.0002487177,0.001035068,0.001661802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005468378,0.0001019841,0.9797848,0.0002026758,0.00003461744,0.0001698981,0.004806083,0.0001451029,0.0002432112,0.00007245903,0.001750732,0.01263378],"study_design_scores_gemma":[0.00002104482,0.0004152465,0.9763593,0.0002263339,0.00002204349,0.0005074381,0.01707916,0.0005009068,0.0001138193,0.00006178237,0.004674218,0.00001862469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950927,0.0007448412,0.000177288,0.00181855,0.00001587613,0.00005656699,0.0005287084,0.000009090796,0.00155628],"genre_scores_gemma":[0.9980111,0.0006669997,0.0002974337,0.0006306104,0.00001231209,0.00002530645,0.0002526489,0.000002679262,0.00010098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003831437,"threshold_uncertainty_score":0.01869458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0884092151270177,"score_gpt":0.380477848300999,"score_spread":0.2920686331739812,"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."}}