{"id":"W4387645315","doi":"10.1177/20543581231205161","title":"Nontargeted Native Renal Biopsy Adequacy: Preintervention Data From a Province-Wide, Multicentre, and Interdepartmental Audit","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital","funders":"","keywords":"Medicine; Biopsy; Renal biopsy; Audit; Retrospective cohort study; Kidney disease; Nephrology; Radiology; Intensive care medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006185227,0.000334868,0.0004739245,0.002703159,0.000845819,0.001289917,0.001123951,0.0005012426,0.0008833152],"category_scores_gemma":[0.02150011,0.0006969324,0.0004316221,0.004599456,0.0008628746,0.0008938033,0.002115057,0.0006085174,0.0002706208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003067665,"about_ca_system_score_gemma":0.004187647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05161989,"about_ca_topic_score_gemma":0.08149368,"domain_scores_codex":[0.9904054,0.003230801,0.001454377,0.001018105,0.002708999,0.001182307],"domain_scores_gemma":[0.941326,0.01056106,0.02872659,0.004243851,0.01102842,0.004114074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008205233,0.00003641057,0.9975732,0.00003732029,0.00001277483,0.00007349661,0.0004628255,0.00003087509,0.0001330629,0.000006612468,0.0001295443,0.001421882],"study_design_scores_gemma":[0.000005528397,0.00009971859,0.998844,0.00001119014,0.00000745858,0.0001315382,0.0006205161,0.00006187194,0.00007612273,0.000002595252,0.0001356187,0.00000384627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982775,0.0001172379,0.0001575041,0.00005699155,0.000001991738,0.00007711522,0.0009275725,0.00001121592,0.0003728976],"genre_scores_gemma":[0.9985261,0.0001449022,0.000271632,0.00005347018,0.000005548226,0.00007955061,0.000833295,0.000005125059,0.00008035863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05161989,"threshold_uncertainty_score":0.1026388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03321409775902558,"score_gpt":0.3072314472319106,"score_spread":0.2740173494728851,"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."}}