{"id":"W4220786990","doi":"10.1111/his.14633","title":"Granulomas associated with renal neoplasms: A multi‐institutional clinicopathological study of 111 cases","year":2022,"lang":"en","type":"article","venue":"Histopathology","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sarcoidosis; Nephrectomy; Chromophobe cell; Pathology; Granuloma; Renal cell carcinoma; Biopsy; Oncocytoma; Kidney; Clear cell; Internal medicine","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":[0.0009714372,0.00018424,0.0006417511,0.0002622965,0.0004090626,0.000004785205,0.0001799761,0.00009238173,0.0006282956],"category_scores_gemma":[0.0007441841,0.0001349745,0.0001249909,0.0004575428,0.0004872206,0.00003301036,0.0002178255,0.0006362241,0.0000121113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490073,"about_ca_system_score_gemma":0.0003180789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352898,"about_ca_topic_score_gemma":0.0002893859,"domain_scores_codex":[0.997381,0.0006625318,0.0004689962,0.0004761108,0.000658832,0.0003525113],"domain_scores_gemma":[0.9988337,0.0003321978,0.0001898469,0.0003457541,0.0001768506,0.0001216375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003633336,0.01825136,0.9264332,0.00003043523,0.00003969558,0.02420829,0.001767717,0.0002264493,0.02368805,0.00026072,0.0006229085,0.0008378319],"study_design_scores_gemma":[0.006977035,0.01930836,0.9643299,0.00002440515,0.0001827131,0.006192402,0.001267863,0.0001912001,0.0001641134,0.00001241233,0.00117638,0.0001732143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998006,0.0002509158,0.00006184394,0.0002297454,0.0001526377,0.0006164292,0.00005568996,0.00006449612,0.0005621883],"genre_scores_gemma":[0.9980544,0.000008363758,0.0004047943,0.0002612957,0.00004609082,0.0002137632,0.00007331689,0.00001853626,0.0009194469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03789669,"threshold_uncertainty_score":0.6879397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09992605466874775,"score_gpt":0.345474036914514,"score_spread":0.2455479822457662,"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."}}