{"id":"W2116892324","doi":"","title":"Conducting a clinical practice audit. Fourteen steps to better patient care.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Audit; Medical audit; Clinical Practice; Computer science; Patient care; Data science; Medicine; Family medicine; Nursing; Accounting; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002302112,0.000169254,0.0003698067,0.00009851403,0.00008395655,0.00004932144,0.0001077773,0.0001209493,0.000161019],"category_scores_gemma":[0.03694734,0.0001534916,0.0001510978,0.0003046822,0.00004258609,0.0004158138,0.0001427928,0.0004952562,0.000269695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902101,"about_ca_system_score_gemma":0.0001193638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853616,"about_ca_topic_score_gemma":0.00006275147,"domain_scores_codex":[0.9965032,0.0003202833,0.001565942,0.0005011832,0.0005899323,0.0005194659],"domain_scores_gemma":[0.9948215,0.003031279,0.000470919,0.0005045609,0.0006416683,0.0005301088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006745197,0.000255499,0.04762821,0.00001657208,0.0001156388,0.0001697422,0.0003980219,0.000004289106,0.00001736937,0.00001107795,0.03195163,0.9187574],"study_design_scores_gemma":[0.00263159,0.0005610478,0.2166636,0.00002057224,0.0004633445,0.0002435735,0.005170201,0.00002126772,0.00008264081,0.00003280645,0.7738991,0.0002102672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052888,0.00009951863,0.00097847,0.08055668,0.001483611,0.002701784,0.000008962708,0.0001230288,0.008759193],"genre_scores_gemma":[0.9213572,0.00004331387,0.01880158,0.05672381,0.001872254,0.0008153759,0.00004772344,0.00004252771,0.000296247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9185472,"threshold_uncertainty_score":0.9711649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.447422066594194,"score_gpt":0.501034516433094,"score_spread":0.05361244983890001,"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."}}