{"id":"W4387954416","doi":"10.1159/000534755","title":"Cure Glomerulonephropathy Pathology Classification and Core Scoring Criteria, Reproducibility, and Clinicopathologic Correlations","year":2023,"lang":"en","type":"article","venue":"Glomerular Diseases","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Nephcure Foundation","keywords":"Reproducibility; Medicine; Pathology; Biopsy; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000695859,0.0003064578,0.0005433814,0.0003243679,0.0003346685,0.00007617743,0.00008772106,0.0001588715,0.00007516052],"category_scores_gemma":[0.001751785,0.000271546,0.0001594676,0.0007221384,0.0005629008,0.0002156006,0.0002322444,0.0002174193,0.0001213677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003579521,"about_ca_system_score_gemma":0.00009991583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001675702,"about_ca_topic_score_gemma":0.00000357849,"domain_scores_codex":[0.9970738,0.0001696022,0.0005448103,0.00145099,0.0003154506,0.0004453439],"domain_scores_gemma":[0.997807,0.0001846567,0.0001689028,0.001195805,0.0001701566,0.000473529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000258159,0.0002462744,0.9694065,0.0007075209,0.00004410552,0.000636984,0.0002398906,0.000004228677,0.007307688,0.0008623367,0.00173289,0.01855338],"study_design_scores_gemma":[0.0009173358,0.0003061139,0.9912552,0.0002058896,0.0004570567,0.0002923757,0.000569323,0.001217588,0.00003714426,0.003251803,0.001213645,0.0002765075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812022,0.01482741,0.00005146443,0.001925941,0.0003548009,0.0006515829,0.0003181917,0.0004580105,0.0002104424],"genre_scores_gemma":[0.988357,0.009649562,0.0002601907,0.0004333145,0.0002981148,0.0001161465,0.0005153126,0.00004177914,0.000328548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02184867,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535691133675241,"score_gpt":0.3523787031174465,"score_spread":0.287021791780694,"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."}}