{"id":"W4388039327","doi":"10.1016/j.euo.2023.10.002","title":"Characterization of Patients with Metastatic Renal Cell Carcinoma Undergoing Deferred, Upfront, or No Cytoreductive Nephrectomy in the Era of Combination Immunotherapy: Results from the International Metastatic Renal Cell Carcinoma Database Consortium","year":2023,"lang":"en","type":"article","venue":"European Urology Oncology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Juravinski Cancer Centre; Western University; Dalhousie University; University of Alberta; Queen Elizabeth II Health Sciences Centre; BC Cancer Agency; University of Calgary","funders":"Genentech; Yasuda Memorial Medical Foundation; Bristol-Myers Squibb","keywords":"Medicine; Renal cell carcinoma; Subgroup analysis; Systemic therapy; Internal medicine; Nephrectomy; Oncology; Proportional hazards model; Immunotherapy; Urology; Cancer; Surgery; Kidney; Breast cancer; Confidence interval","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":[0.001150699,0.0003239698,0.0006178692,0.0002675906,0.00009699947,0.00001590109,0.0004890702,0.00006334846,0.0001072517],"category_scores_gemma":[0.000305889,0.0001910451,0.0001096196,0.0005003499,0.0004031821,0.0001455993,0.0001509817,0.0005182077,0.00005466647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002136382,"about_ca_system_score_gemma":0.0005231887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003058686,"about_ca_topic_score_gemma":0.000188042,"domain_scores_codex":[0.9952605,0.002331935,0.001002797,0.000556311,0.0004884953,0.0003599421],"domain_scores_gemma":[0.9959781,0.001927173,0.0009971942,0.0006549829,0.0003757454,0.00006684155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.09608049,0.008462087,0.4147387,0.0002771017,0.001607293,0.004287511,0.03120801,0.0004992989,0.434495,0.0001829022,0.003552248,0.004609352],"study_design_scores_gemma":[0.02061388,0.00697497,0.9575561,0.00003662124,0.000565598,0.00005539284,0.000793914,0.0004380695,0.01154189,0.00002441649,0.001218486,0.0001806309],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937299,0.00008902247,0.0001965113,0.001208718,0.0003254161,0.001251654,0.0007647934,0.000027008,0.002407001],"genre_scores_gemma":[0.9929944,0.00004818728,0.0008015054,0.0006487526,0.00009105304,0.00005418787,0.005112125,0.00005939155,0.0001903481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5428174,"threshold_uncertainty_score":0.7790594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793514986074851,"score_gpt":0.2583953669397867,"score_spread":0.2304602170790381,"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."}}