{"id":"W2738772248","doi":"10.1111/his.13311","title":"Clear cell renal cell carcinoma: validation of World Health Organization/International Society of Urological Pathology grading","year":2017,"lang":"en","type":"article","venue":"Histopathology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Medicine; Renal cell carcinoma; Carcinoma; Clear cell; Kidney cancer; Pathology; Clear cell renal cell carcinoma; Radiology","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":[0.0003767505,0.0001688427,0.000528442,0.0001528318,0.0001886122,0.000007660955,0.0002600696,0.0001446647,0.000198818],"category_scores_gemma":[0.00009707345,0.0001545584,0.0001715452,0.0001065923,0.0003696331,0.00006368764,0.0001416826,0.0002090401,0.0000214115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678757,"about_ca_system_score_gemma":0.0002183644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006731863,"about_ca_topic_score_gemma":0.000004425131,"domain_scores_codex":[0.9984649,0.0001213027,0.000542316,0.000386338,0.0002348217,0.0002503433],"domain_scores_gemma":[0.9981048,0.00006014943,0.0008423255,0.0005998852,0.0002864354,0.000106454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000224895,0.0006612924,0.6315888,0.0002191032,0.00000973157,0.0002409505,0.001169965,0.00002469752,0.3599861,0.0005188098,0.005093224,0.0002624652],"study_design_scores_gemma":[0.002114148,0.001162539,0.8351502,0.00001689189,0.00009028607,0.0003285931,0.00006320531,0.0000699189,0.1589927,0.000125016,0.001770445,0.0001160143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880742,0.0003582329,0.0008767895,0.002407979,0.0004064213,0.0002621932,0.00002201978,0.00002701441,0.007565113],"genre_scores_gemma":[0.9906807,0.00006951826,0.006606149,0.0003091185,0.0001241847,0.000007405799,0.0001374673,0.00002631165,0.002039126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2035615,"threshold_uncertainty_score":0.6302707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304373933758083,"score_gpt":0.2715348003107678,"score_spread":0.2410974069349595,"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."}}