{"id":"W2054367364","doi":"10.1016/j.eururo.2012.04.049","title":"A Review of Integrated Staging Systems for Renal Cell Carcinoma","year":2012,"lang":"en","type":"review","venue":"European Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Renal cell carcinoma; Carcinoma; Kidney cancer; Urology; Oncology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00122157,0.000609023,0.003282381,0.0002884114,0.00003616685,0.000007834637,0.0002985577,0.0001691733,0.0001085385],"category_scores_gemma":[0.0001332597,0.0004182204,0.0009182307,0.0002682989,0.0000963552,0.00002583692,0.0001251999,0.0004936114,0.0002740735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014599,"about_ca_system_score_gemma":0.0003721865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121809,"about_ca_topic_score_gemma":1.995727e-7,"domain_scores_codex":[0.9959523,0.001374071,0.00137539,0.0005642152,0.000190975,0.0005430494],"domain_scores_gemma":[0.9972784,0.0003058226,0.001005753,0.0009198015,0.0002433533,0.000246883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006822658,0.0002011837,0.00004424844,0.6743202,0.0003574468,0.0003642,0.00003762869,2.461339e-7,0.00001038719,0.00005293134,0.01093287,0.3136105],"study_design_scores_gemma":[0.0005671472,0.0009753582,0.00002331766,0.03978251,0.008471948,0.00070079,0.000004297366,0.000002755977,0.000004894345,3.050885e-7,0.9492225,0.000244162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002179634,0.9792566,0.0001263152,0.00003074996,0.0004802227,0.003240094,0.0001617552,0.00005354569,0.01662887],"genre_scores_gemma":[0.0003691835,0.9953808,0.0001873064,0.0003267047,0.0005165923,0.0001588008,0.001167293,0.0002164564,0.001676917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9382896,"threshold_uncertainty_score":0.999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08266134731898771,"score_gpt":0.3110269158727544,"score_spread":0.2283655685537667,"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."}}