{"id":"W1855839624","doi":"10.5858/2003-127-0593-iaivut","title":"Interobserver and Intraobserver Variability Using the Fuhrman Grading System for Renal Cell Carcinoma","year":2003,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Medicine; Grading (engineering); Renal cell carcinoma; Carcinoma; Nuclear medicine; Tumor grade; Radiology; Predictive value; Pathology; Internal medicine; Immunohistochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001141327,0.0002768658,0.0006809279,0.0001432721,0.0001437544,0.000004670651,0.0001388807,0.00009978963,0.00001598375],"category_scores_gemma":[0.0003370944,0.000172849,0.0001030342,0.0002020215,0.00100121,0.00005559947,0.00005714824,0.0002506497,6.244363e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008602865,"about_ca_system_score_gemma":0.0001842516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002806238,"about_ca_topic_score_gemma":0.000006321302,"domain_scores_codex":[0.9977433,0.000674855,0.0005757378,0.0004718699,0.0001855852,0.0003486532],"domain_scores_gemma":[0.9979451,0.0008369721,0.0002569259,0.0006296523,0.0001434206,0.0001879057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005551938,0.0001709228,0.2142472,0.001652244,0.0001362981,0.0004537971,0.004703537,0.00001201055,0.7711648,0.006371631,0.0001111154,0.0004212596],"study_design_scores_gemma":[0.01570512,0.006021697,0.4448907,0.00120911,0.002874789,0.002008243,0.006868791,0.00134245,0.5141891,0.001648487,0.002602405,0.0006390805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929348,0.001760665,0.002254079,0.0002836434,0.0002860851,0.0008520031,0.00003855199,0.00002989611,0.001560246],"genre_scores_gemma":[0.9925357,0.00002168539,0.006938261,0.0002027006,0.0001507933,0.00004229384,0.00002390566,0.00003436725,0.00005027544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2569757,"threshold_uncertainty_score":0.7048578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03034468517130202,"score_gpt":0.2655203252785446,"score_spread":0.2351756401072426,"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."}}