{"id":"W2135564723","doi":"10.1016/j.eururo.2011.05.044","title":"Contemporary Management of Small Renal Masses","year":2011,"lang":"en","type":"article","venue":"European Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":176,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Nephrectomy; Watchful waiting; Observational study; Randomized controlled trial; MEDLINE; Ablative case; Surgery; Renal mass; General surgery; Kidney; Radiation therapy; Internal medicine; 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":[0.0001848277,0.0001151708,0.0002079867,0.00007905366,0.00001515621,0.000001511487,0.0001054731,0.00002413175,0.0002944242],"category_scores_gemma":[0.000006839393,0.00009239469,0.00007836091,0.00006364363,0.00009493486,0.00001501521,0.00009845386,0.00008630475,0.0003097352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000125395,"about_ca_system_score_gemma":0.00001679889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001647705,"about_ca_topic_score_gemma":5.974318e-7,"domain_scores_codex":[0.9991272,0.0001635689,0.0002496335,0.0002178702,0.00008423077,0.0001574774],"domain_scores_gemma":[0.9994179,0.00001904693,0.00009239888,0.0003515669,0.0000337114,0.00008538671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01222682,0.004822881,0.7038952,0.001469088,0.00509156,0.1208994,0.005061577,0.00001365042,0.03238433,0.01746694,0.04684357,0.04982509],"study_design_scores_gemma":[0.002558282,0.002912386,0.9244605,0.00003753928,0.0002865014,0.0003309022,0.00009528848,0.000007808445,0.009454652,0.0001122649,0.05960722,0.000136663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4496325,0.0005363086,0.000167962,0.00009059114,0.00006082768,0.0001490792,0.000001391115,0.00003356379,0.5493278],"genre_scores_gemma":[0.9915188,0.00003801828,0.005101747,0.0003983494,0.00004484398,0.000004135848,0.0000130451,0.00002943764,0.002851611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5464762,"threshold_uncertainty_score":0.3981122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09378567032500179,"score_gpt":0.243701965537001,"score_spread":0.1499162952119992,"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."}}