{"id":"W6907679394","doi":"10.25384/sage.c.6679309.v1","title":"Research Letter—Outcomes of Outpatient Native Kidney Biopsies at the McGill University Health Center: A Quality Assurance Audit","year":2023,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Outpatient clinic; Incidence (geometry); Kidney disease; Renal function; General hospital; University hospital","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03486999,0.0002703083,0.0004655755,0.002253507,0.001457238,0.003037322,0.001835357,0.001373454,0.001565646],"category_scores_gemma":[0.149436,0.0005436435,0.0006162626,0.004712455,0.001349236,0.001544375,0.002127491,0.001177917,0.0003559892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541566,"about_ca_system_score_gemma":0.02253557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08181299,"about_ca_topic_score_gemma":0.1211721,"domain_scores_codex":[0.9356374,0.02183954,0.01626942,0.002843758,0.01978795,0.003621924],"domain_scores_gemma":[0.6411991,0.08445568,0.1326895,0.01899011,0.1024619,0.02020381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004048852,0.0001514552,0.9442643,0.0005548483,0.0001146568,0.0002621008,0.0007778031,0.0002318519,0.0002765539,0.000262476,0.03106522,0.02163382],"study_design_scores_gemma":[0.0001414605,0.0005221053,0.9804282,0.0007880598,0.00009128907,0.00049038,0.0008513652,0.001136333,0.0007128001,0.00009436636,0.01469271,0.00005101618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870181,0.004280459,0.003468799,0.0638104,0.001417111,0.005222014,0.01922775,0.0003197394,0.01523556],"genre_scores_gemma":[0.9639505,0.0013454,0.005580582,0.0198764,0.000869074,0.00159127,0.005525654,0.00005288489,0.00120816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.918187,"threshold_uncertainty_score":0.1844123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.211431812868021,"score_gpt":0.4377768913597129,"score_spread":0.2263450784916919,"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."}}