{"id":"W2120116983","doi":"10.1186/s40697-015-0043-z","title":"Percutaneous Native Renal Biopsy Adequacy: A Successful Interdepartmental Quality Improvement Activity","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Biopsy; Renal biopsy; Urology; Kidney disease; Nephrology; Percutaneous; 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":[0.03218378,0.0004813597,0.000415281,0.001694745,0.001476834,0.003349913,0.001439282,0.0007751698,0.001810837],"category_scores_gemma":[0.04967297,0.0002991599,0.0005349636,0.001596483,0.001201465,0.00155922,0.005935296,0.001430967,0.0004007228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005192969,"about_ca_system_score_gemma":0.014944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003977129,"about_ca_topic_score_gemma":0.007295046,"domain_scores_codex":[0.9731762,0.01427178,0.002146404,0.001690284,0.007038016,0.001677244],"domain_scores_gemma":[0.920425,0.01263097,0.0240446,0.007302251,0.01936615,0.01623095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002895175,0.001203995,0.551834,0.0005609035,0.0001239431,0.0003057937,0.002402005,0.0006855568,0.0026584,0.0007639585,0.008579073,0.4305929],"study_design_scores_gemma":[0.0001098125,0.001865064,0.9700589,0.0003553763,0.00008275067,0.0007473341,0.002135428,0.001416521,0.002683221,0.0004820978,0.02000222,0.00006121609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8969214,0.006403216,0.04108381,0.02546476,0.0004562367,0.003023943,0.0005873697,0.001396399,0.02466284],"genre_scores_gemma":[0.9702988,0.001023255,0.02471087,0.001797874,0.0002892922,0.000433763,0.0002611141,0.00007744059,0.001107643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03218378,"threshold_uncertainty_score":0.1702061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02814290869037416,"score_gpt":0.3262590047092087,"score_spread":0.2981160960188345,"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."}}