{"id":"W7104573167","doi":"10.1681/asn.202592k4nnq6","title":"Time to Biopsy in IgAN","year":2025,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nephrology; Biopsy; Cohort; Kidney disease; Renal biopsy; Nephropathy; Population; Glomerulonephritis","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":[0.001291079,0.0001955016,0.0002818564,0.0008517352,0.0004542042,0.0007110965,0.0006769587,0.000390321,0.003417445],"category_scores_gemma":[0.005775844,0.0001795811,0.0007042724,0.001223548,0.0002359348,0.0005894636,0.00061141,0.001025311,0.0003166325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005678,"about_ca_system_score_gemma":0.000971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357808,"about_ca_topic_score_gemma":0.01385613,"domain_scores_codex":[0.998813,0.0002261929,0.0001525614,0.0002658522,0.0002870416,0.0002553037],"domain_scores_gemma":[0.9936516,0.00133528,0.003828534,0.0001753585,0.0003755536,0.0006337159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000839506,0.0000199634,0.9978314,0.00002537825,0.00003032887,0.00007198571,0.00004149001,0.00009496325,0.00005200367,0.00003109204,0.0002174831,0.001499934],"study_design_scores_gemma":[0.000004435833,0.00006835926,0.9977263,0.00004295531,0.00002587698,0.0006056705,0.0001351066,0.000500828,0.00009518425,0.00008827097,0.0007010928,0.000005892591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934688,0.002151781,0.0004477284,0.0002693444,0.00002948935,0.00001742972,0.001636318,0.00001613841,0.00196303],"genre_scores_gemma":[0.9983488,0.0003228815,0.0002181043,0.00007336432,0.00002275716,0.00001163393,0.0008068556,0.000005234251,0.0001904353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01357808,"threshold_uncertainty_score":0.0269981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624929734739233,"score_gpt":0.2801951205314333,"score_spread":0.272570190796694,"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."}}