{"id":"W4312112840","doi":"10.1177/20543581221144840","title":"Impacting Management of Chronic Kidney Disease Through Primary Care Practice Audits: A Quality Improvement Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McMaster University","funders":"","keywords":"Medicine; Audit; Kidney disease; Quality management; Primary care; Intensive care medicine; Disease management; Nephrology; Disease; Internal medicine; Family medicine; Operations management; Management system; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03848695,0.0005036891,0.0008751675,0.002200761,0.001836305,0.002925744,0.001324939,0.0008772479,0.001004858],"category_scores_gemma":[0.07232153,0.0007127384,0.001162685,0.006025123,0.001620172,0.00243929,0.003626805,0.001117786,0.0001490487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01743651,"about_ca_system_score_gemma":0.02938392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1738979,"about_ca_topic_score_gemma":0.1972032,"domain_scores_codex":[0.9682028,0.01476312,0.003289724,0.003855676,0.007670561,0.002217982],"domain_scores_gemma":[0.8727524,0.03254734,0.03905174,0.01139863,0.03285189,0.011398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009631567,0.001435263,0.9465878,0.0003428864,0.0004447252,0.00003607763,0.002753518,0.0003832665,0.000125853,0.0001114154,0.001577202,0.04523877],"study_design_scores_gemma":[0.0004356581,0.001179775,0.9950466,0.0001205107,0.0002494052,0.00002575229,0.0009279121,0.0007155096,0.0000887859,0.00004057339,0.001149105,0.00002043763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907508,0.001069523,0.001106155,0.001384723,0.00005125624,0.001913949,0.001668885,0.00008991547,0.00196479],"genre_scores_gemma":[0.9935493,0.0005870429,0.003096582,0.0003410272,0.00005723227,0.0009811403,0.001147795,0.00001198939,0.0002279127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1738979,"threshold_uncertainty_score":0.3457714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071218775754986,"score_gpt":0.3310819338340923,"score_spread":0.3103697460765424,"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."}}