{"id":"W4414399038","doi":"10.1016/j.mpsur.2025.07.013","title":"Pathology of tumours of the kidney and urinary tract","year":2025,"lang":"en","type":"article","venue":"Surgery (Oxford)","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Urinary system; Kidney; Renal cell carcinoma; Kidney cancer; Carcinoma; Clear cell; Clear cell renal cell carcinoma","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":[0.0002242967,0.00009917803,0.0003798634,0.0001223327,0.000025168,0.000001710104,0.00004911761,0.00006040956,0.0000425152],"category_scores_gemma":[0.0002128341,0.00006295482,0.0001692729,0.0001892881,0.0001541269,0.00002155073,0.00005380042,0.00009341776,6.273958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002517014,"about_ca_system_score_gemma":0.000249132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000205327,"about_ca_topic_score_gemma":8.015438e-7,"domain_scores_codex":[0.9992438,0.00006950779,0.000278084,0.000146379,0.0001212769,0.0001409333],"domain_scores_gemma":[0.9991861,0.0002678001,0.0001099235,0.0003176508,0.00005113492,0.00006740712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561449,0.0003488833,0.9880161,0.0002972638,0.00003978515,0.0001777117,0.00007832645,4.148063e-7,0.005156429,0.0002130433,0.002421104,0.003094841],"study_design_scores_gemma":[0.0003579,0.0001479371,0.9544979,0.0002235712,0.0001354491,0.0002807648,0.000065213,0.000003493162,0.03983553,0.0002540726,0.00415462,0.00004356846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863333,0.001401073,0.000003559124,0.001609086,0.0002354091,0.0001925837,0.00001349751,0.00001002891,0.01020151],"genre_scores_gemma":[0.9979328,0.0002201697,0.00004396728,0.0003357307,0.00001798819,0.00000963105,0.000006441246,0.00000822068,0.001425034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0346791,"threshold_uncertainty_score":0.2567223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726187754276809,"score_gpt":0.254096290364998,"score_spread":0.2368344128222299,"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."}}