{"id":"W191783398","doi":"10.1016/j.urology.2014.02.004","title":"Advances in Renal Neoplasia","year":2014,"lang":"en","type":"article","venue":"Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Renal sinus; Pathology; Clear cell; Nuclear atypia; Renal cell carcinoma; Chromophobe cell; Anaplastic lymphoma kinase; Nephrectomy; Immunohistochemistry; Internal medicine; Kidney; Lung 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":[0.00007303884,0.00006498092,0.0001576067,0.00007479827,0.000009922816,0.000001413944,0.00003258239,0.00005511724,0.0001297027],"category_scores_gemma":[0.00005208823,0.00005076036,0.00002787712,0.00006143269,0.00003955952,0.0000243805,0.00001392513,0.0000950032,0.0001739458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002404578,"about_ca_system_score_gemma":0.00001750289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001055151,"about_ca_topic_score_gemma":0.0000676382,"domain_scores_codex":[0.9994743,0.00004494002,0.0001056867,0.0001495972,0.0000630985,0.0001623569],"domain_scores_gemma":[0.9996955,0.00006725034,0.0000224018,0.000150052,0.00001193353,0.00005288145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002127574,0.0005083435,0.6261368,0.00009018603,0.00004475024,0.001243691,0.000488076,0.0008115888,0.01336547,0.0105287,0.00180083,0.342854],"study_design_scores_gemma":[0.005405863,0.004463491,0.3898784,0.00001685717,0.00008743363,0.0009621951,0.00001997894,0.001819227,0.007496408,0.004023646,0.5856433,0.0001831903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8940462,0.001321946,0.0005559917,0.001692845,0.0001172917,0.0001200361,3.286292e-7,0.00002924529,0.1021161],"genre_scores_gemma":[0.9983806,0.00006973201,0.0002656309,0.0008337263,0.00009497468,0.00001259292,0.000006124451,0.000007158824,0.0003294426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5838425,"threshold_uncertainty_score":0.223578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008643851622170481,"score_gpt":0.2507776014585391,"score_spread":0.2421337498363686,"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."}}