{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01577699,0.0003070438,0.0003852553,0.001908774,0.0003672087,0.001102831,0.0007910561,0.0003470939,0.0008496467],"category_scores_gemma":[0.02461525,0.000130084,0.0004112755,0.001248343,0.0006317418,0.0008122462,0.0009017917,0.0003881555,0.0004230776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617018,"about_ca_system_score_gemma":0.0009491963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003641469,"about_ca_topic_score_gemma":0.003866475,"domain_scores_codex":[0.9936101,0.002334493,0.0007554896,0.0006739962,0.002340979,0.0002849477],"domain_scores_gemma":[0.9831246,0.00428318,0.003626719,0.001831357,0.006600445,0.0005337863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002013794,0.00002883387,0.972724,0.0001065992,0.0001146258,0.00005718397,0.0002711699,0.0002174519,0.001584709,0.0001714195,0.000436316,0.02408635],"study_design_scores_gemma":[0.00001685472,0.0002865527,0.9910142,0.00009054559,0.0001036155,0.0005221492,0.0002789501,0.001342697,0.002142429,0.00020062,0.003988582,0.00001278977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833761,0.003760491,0.005816272,0.0002392888,0.000228609,0.0001661639,0.0007559933,0.00004536712,0.005611826],"genre_scores_gemma":[0.9954905,0.0003745754,0.002616069,0.00003585772,0.00004454592,0.0000325082,0.001100449,0.0000183192,0.0002871696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01577699,"threshold_uncertainty_score":0.08343768,"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."}}