{"id":"W2529206793","doi":"10.1016/j.eururo.2016.09.042","title":"Nomogram-based Prediction of Overall Survival in Patients with Metastatic Urothelial Carcinoma Receiving First-line Platinum-based Chemotherapy: Retrospective International Study of Invasive/Advanced Cancer of the Urothelium (RISC)","year":2016,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; St. Thomas Hospital","funders":"National Cancer Institute","keywords":"Medicine; Nomogram; Urothelium; Metastatic Urothelial Carcinoma; Oncology; Chemotherapy; Urothelial carcinoma; Urothelial cancer; Vinblastine; Retrospective cohort study; Internal medicine; Bladder cancer; Urology; Cancer; Urinary bladder","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":[0.001215981,0.0004177936,0.0004744726,0.0007900546,0.0004044892,0.001124723,0.0003962594,0.0005225923,0.001119754],"category_scores_gemma":[0.004035731,0.0002490254,0.0008215655,0.000909741,0.0003419803,0.0007585248,0.0006613204,0.0007270783,0.0002627441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003694223,"about_ca_system_score_gemma":0.0003571335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002495958,"about_ca_topic_score_gemma":0.00284572,"domain_scores_codex":[0.9996278,0.0001197334,0.00003761255,0.00009485102,0.00005805879,0.00006184612],"domain_scores_gemma":[0.9981984,0.0005477025,0.0005275179,0.0002611607,0.0001738438,0.0002913591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003760637,0.00002080134,0.9978593,0.000005728056,0.00009195856,0.00003694601,0.00003868719,0.0001317276,0.0000956985,0.00001639507,0.0000939591,0.001232746],"study_design_scores_gemma":[0.00001909321,0.0001701359,0.9976767,0.000005096903,0.0001393044,0.000288196,0.000143442,0.001116776,0.00007534477,0.00004822497,0.0003103164,0.000007438333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987734,0.0002965711,0.0001717808,0.00002509741,0.00001265028,0.00000430519,0.0003302822,0.000006129043,0.0003798122],"genre_scores_gemma":[0.99938,0.00007375925,0.00004811402,0.000007983475,0.000009666844,0.000002413556,0.0003918161,0.000002872908,0.00008329762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002495958,"threshold_uncertainty_score":0.006430805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471307649609755,"score_gpt":0.24209026157429,"score_spread":0.2273771850781925,"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."}}