{"id":"W4380538775","doi":"10.23736/s2724-6051.23.05289-8","title":"Stage-dependent survival in patients treated with neoadjuvant chemotherapy and radical cystectomy","year":2023,"lang":"en","type":"article","venue":"Minerva Urology and Nephrology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cystectomy; Chemotherapy; Stage (stratigraphy); Medicine; Oncology; Urology; Internal medicine; Bladder cancer; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004448521,0.0001533008,0.0003242145,0.0003549463,0.0003102994,0.0003960909,0.0002366601,0.0003120676,0.0009163006],"category_scores_gemma":[0.002091037,0.000137374,0.0003905018,0.0004918456,0.0002864155,0.0002474538,0.0002887812,0.0003502788,0.0001029732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003459006,"about_ca_system_score_gemma":0.0004869275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724268,"about_ca_topic_score_gemma":0.003523683,"domain_scores_codex":[0.9996886,0.00009946444,0.0000286679,0.00006313247,0.00005143506,0.00006862696],"domain_scores_gemma":[0.9984562,0.0003356429,0.0008027017,0.00006609532,0.00007782422,0.0002615278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001317243,0.00000800259,0.9991108,0.000003110266,0.00002378402,0.00006429406,0.00001392258,0.00003482803,0.00009409444,0.000005499129,0.0000257492,0.0004841302],"study_design_scores_gemma":[0.000008666868,0.0001037281,0.9989705,0.000005014171,0.00003248286,0.0004842511,0.00005550476,0.0001414174,0.00005002672,0.00002022479,0.0001256377,0.000002479122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993678,0.0003034041,0.00003829917,0.00003320481,0.000005217155,0.000003183798,0.00009473406,0.000001181805,0.0001530073],"genre_scores_gemma":[0.999634,0.00006950957,0.0000300694,0.00001770236,0.00001276053,0.000003545588,0.0001956177,8.548258e-7,0.00003582659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001724268,"threshold_uncertainty_score":0.0034284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139905607964642,"score_gpt":0.2480301552139841,"score_spread":0.2366310991343377,"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."}}