{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002360415,0.0002203873,0.0004954314,0.000177502,0.00003159338,0.000002718675,0.0002209771,0.00003576155,0.0002006895],"category_scores_gemma":[0.0001745332,0.0001289444,0.00009412244,0.0002213993,0.0001856859,0.00005848883,0.0000442914,0.0001405651,0.000001483984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528832,"about_ca_system_score_gemma":0.0002125271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003820497,"about_ca_topic_score_gemma":0.0006549465,"domain_scores_codex":[0.9980507,0.0003664175,0.0005632977,0.0003641303,0.0004527995,0.0002025923],"domain_scores_gemma":[0.9985218,0.000194051,0.0005036687,0.0004059156,0.000326564,0.00004801028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007074245,0.001927361,0.9847488,0.00004029764,0.0002666693,0.000008194672,0.000592023,0.0008548154,0.003047177,0.000005383874,0.00001172074,0.001423361],"study_design_scores_gemma":[0.03627888,0.006659235,0.951113,0.0001516479,0.0001679133,7.733506e-7,0.00003470459,0.0001016764,0.005341792,0.00001158088,0.00004830202,0.00009051653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966165,0.00002246777,0.0002746921,0.0004721624,0.0003232101,0.001263775,0.0003975787,0.0000173428,0.0006122624],"genre_scores_gemma":[0.9994386,0.000009445084,0.0001185612,0.0001915533,0.00006073276,0.00004199769,0.00001575301,0.00005660386,0.00006670415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03363578,"threshold_uncertainty_score":0.52582,"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."}}