{"id":"W2318244097","doi":"10.1097/01.cot.0000383768.74300.cb","title":"Renal Cell Cancer: Role of Cytoreductive Nephrectomy Remains Unclear in Targeted Therapy Era; Retrospective Analysis Suggests Benefit","year":2010,"lang":"en","type":"article","venue":"Oncology Times","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sunitinib; Renal cell carcinoma; Bevacizumab; Sorafenib; Kidney cancer; Nephrectomy; Internal medicine; Oncology; Cancer; Targeted therapy; Surgery; Chemotherapy; Kidney","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000261381,0.0002629962,0.0009791085,0.0005511877,0.0000608347,0.00000629077,0.0001447305,0.0003215683,0.001715264],"category_scores_gemma":[0.00004225888,0.0002152796,0.00028483,0.001049643,0.0002375145,0.0000683076,0.0000440818,0.0006241947,0.00002386444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000708111,"about_ca_system_score_gemma":0.0004968436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002044072,"about_ca_topic_score_gemma":0.004890279,"domain_scores_codex":[0.9983078,0.0001098586,0.0004047551,0.0005134327,0.0002860096,0.0003781131],"domain_scores_gemma":[0.9986983,0.0001311124,0.0002783151,0.0004577417,0.0002744191,0.0001601117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001192121,0.0009037731,0.5714484,0.000008911396,0.001141086,0.0001243921,0.001487688,0.0001322276,0.4188506,0.0003052166,0.0005451047,0.003860521],"study_design_scores_gemma":[0.002635953,0.001606202,0.7423903,0.00001317277,0.0006129317,0.00001805087,0.0003007549,0.0001728916,0.2492268,0.0006219695,0.002245508,0.0001554469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643228,0.001412411,0.000001477983,0.000661477,0.0001245491,0.0005206417,0.00004903895,0.0000370707,0.03287051],"genre_scores_gemma":[0.9941881,0.0003401526,0.002267111,0.00008192292,0.0001843607,0.0001001841,0.00006458026,0.00003336916,0.002740167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.170942,"threshold_uncertainty_score":0.9991973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008195071325351251,"score_gpt":0.2743876768836697,"score_spread":0.2661926055583184,"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."}}