{"id":"W1972642455","doi":"10.1016/j.eururo.2007.01.072","title":"Editorial Comment on: Collecting Duct Renal Cell Carcinoma: A Matched Analysis of 41 Cases","year":2007,"lang":"en","type":"editorial","venue":"European Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Renal cell carcinoma; Carcinoma; General surgery; Urology; Pathology","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":[0.001670831,0.0007840653,0.00230828,0.001565465,0.0001499632,0.00002768069,0.0004148999,0.0007505301,0.000274865],"category_scores_gemma":[0.001371635,0.0006949314,0.0009318661,0.00116923,0.0002292816,0.00002430111,0.0002699138,0.001908031,0.0001520483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005760273,"about_ca_system_score_gemma":0.0005377516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005481275,"about_ca_topic_score_gemma":0.00004728726,"domain_scores_codex":[0.9940014,0.001086685,0.00129882,0.001148628,0.001675067,0.0007893573],"domain_scores_gemma":[0.9931071,0.003548411,0.0009907373,0.001259371,0.000732767,0.0003615574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003994451,0.0007127128,0.0004353127,0.0001523099,0.002139448,0.005725476,0.0003951685,0.00009251809,0.0006885762,0.000002425757,0.9855776,0.00008402444],"study_design_scores_gemma":[0.004400801,0.007871851,0.002472095,0.00003631334,0.01325066,0.00005286474,0.00007369574,0.00002027622,0.001233436,0.000001457779,0.9701377,0.000448919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.06003325,0.0004856504,0.00001437872,0.0002852896,0.9097359,0.000619747,0.0002757966,0.00008688172,0.02846313],"genre_scores_gemma":[0.2228628,0.00003602797,0.000105599,0.0003964203,0.773745,0.00001298791,0.001394598,0.0001556343,0.001291009],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1628295,"threshold_uncertainty_score":0.9995502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237955375602537,"score_gpt":0.2781751133643933,"score_spread":0.2543795758041396,"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."}}