{"id":"W2613052489","doi":"10.1016/j.eururo.2017.04.033","title":"The Impact of Quality Variations on Patients Undergoing Surgery for Renal Cell Carcinoma: A National Cancer Database Study","year":2017,"lang":"en","type":"article","venue":"European Urology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto; University of Ottawa; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Renal cell carcinoma; Cancer; Kidney cancer; National database; Carcinoma; Database; Surgery; Internal medicine; Oncology; General surgery; Urology","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":[0.002339852,0.0002730487,0.0006568925,0.00167077,0.0007395021,0.001734362,0.001267714,0.0009285131,0.001606956],"category_scores_gemma":[0.01038717,0.0004470558,0.001789467,0.006273338,0.0005634186,0.001651305,0.001968887,0.001246161,0.000178246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951603,"about_ca_system_score_gemma":0.001271651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04450513,"about_ca_topic_score_gemma":0.06215408,"domain_scores_codex":[0.9955944,0.001279263,0.0009265991,0.0008972355,0.0006770841,0.00062535],"domain_scores_gemma":[0.9848015,0.002528775,0.008404756,0.001353073,0.0011622,0.001749715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009872809,0.0000327359,0.9988407,0.00001167137,0.000286901,0.00002547948,0.00005763896,0.00004605913,0.00002420818,0.00002685166,0.0001372906,0.0004117598],"study_design_scores_gemma":[0.000006514498,0.00003135395,0.9992625,0.000008692756,0.00006746616,0.00005385853,0.0002562773,0.0001223995,0.00001270356,0.00001878307,0.0001531369,0.000006203019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946683,0.0006377178,0.00008545203,0.00023627,0.000014988,0.00001334872,0.003862034,0.000003292884,0.0004786353],"genre_scores_gemma":[0.9965212,0.0001610554,0.00007775107,0.0001218339,0.00001218417,0.00001096549,0.003007327,0.000004005453,0.0000835947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04450513,"threshold_uncertainty_score":0.08849216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260435341219705,"score_gpt":0.4340858199076101,"score_spread":0.3080422857856396,"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."}}