{"id":"W3036001456","doi":"10.1097/ju.0000000000001199","title":"Five-Factor Prognostic Model for Survival of Post-Platinum Patients with Metastatic Urothelial Carcinoma Receiving PD-L1 Inhibitors","year":2020,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Cancer Institute","keywords":"Medicine; Durvalumab; Atezolizumab; Oncology; Metastatic Urothelial Carcinoma; Proportional hazards model; Internal medicine; Avelumab; Cancer; Bladder cancer; Immunotherapy; Urothelial carcinoma; Nivolumab","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":[0.0001989694,0.0001752977,0.0005493342,0.00007085517,0.00005535306,0.000005148152,0.0001502567,0.00005244663,0.0000441071],"category_scores_gemma":[0.0003823025,0.00009807881,0.0001363906,0.0001052724,0.0001015403,0.00007579893,0.00002976717,0.0002449363,0.000002485398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003257716,"about_ca_system_score_gemma":0.0003522044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002054162,"about_ca_topic_score_gemma":0.00001269571,"domain_scores_codex":[0.9986643,0.0001447719,0.0004889089,0.0001256628,0.0003410197,0.0002353032],"domain_scores_gemma":[0.9983522,0.0003872385,0.0004601265,0.0001333837,0.0005145349,0.0001525551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09473807,0.001645366,0.8475242,0.0006695779,0.003188693,0.00008958092,0.02436938,0.005935711,0.01429882,0.00008407582,0.00116329,0.006293262],"study_design_scores_gemma":[0.05699252,0.07609679,0.8270268,0.0002192939,0.009012075,0.0002702434,0.001237737,0.02162642,0.005762926,0.0006581148,0.0004796527,0.0006174436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931844,0.0001689354,0.0026943,0.002800726,0.0002270986,0.0007004602,0.0001499904,0.000008024733,0.00006599635],"genre_scores_gemma":[0.9981273,0.00001268499,0.0007710685,0.0007676539,0.0002273567,0.000007495109,0.000008539084,0.00003606876,0.00004184047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07445142,"threshold_uncertainty_score":0.3999538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02737818199017169,"score_gpt":0.2623216373181284,"score_spread":0.2349434553279567,"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."}}