{"id":"W2008966005","doi":"10.1016/j.urology.2008.09.022","title":"Population-based Assessment of Survival After Cytoreductive Nephrectomy Versus No Surgery in Patients With Metastatic Renal Cell Carcinoma","year":2008,"lang":"en","type":"article","venue":"Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Renal cell carcinoma; Nephrectomy; Urology; Cytoreductive surgery; Carcinoma; Population; Surgery; Oncology; Internal medicine; Kidney; Cancer","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":[0.0001173184,0.0002029331,0.0005967061,0.00029811,0.00002577711,0.000001961864,0.00004545811,0.00006593123,0.0001758315],"category_scores_gemma":[0.00004128567,0.000159172,0.000103649,0.0002178852,0.0001023369,0.00004680089,0.00001786466,0.0001605781,0.00001111918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373563,"about_ca_system_score_gemma":0.0003765748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945198,"about_ca_topic_score_gemma":0.00007186328,"domain_scores_codex":[0.9984459,0.0002157969,0.0003619723,0.0003225968,0.0003633532,0.0002903997],"domain_scores_gemma":[0.9988269,0.0004242694,0.0001658628,0.0002958344,0.0001858244,0.0001012588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008842175,0.0007446175,0.9893194,0.00004660084,0.00007269182,0.0003759865,0.00006987152,0.000385366,0.00006852806,0.000003987953,0.00002851336,0.00004223557],"study_design_scores_gemma":[0.007929896,0.002625984,0.9883861,0.000008268251,0.0001923164,0.000007362588,0.000009081716,0.0001923331,0.0004921802,0.000002900897,0.00003300932,0.0001205642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983325,0.00006213377,0.00005449863,0.00005692654,0.0002429756,0.0004557183,0.00001935629,0.00001302744,0.0007628872],"genre_scores_gemma":[0.998254,0.000001307723,0.001254244,0.00006885929,0.00003975274,0.0000726255,0.0002435049,0.00002724055,0.00003845531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001881366,"threshold_uncertainty_score":0.6490844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137310509309428,"score_gpt":0.250991413914547,"score_spread":0.2296183088214528,"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."}}