{"id":"W7155856669","doi":"10.55633/s3me/046.2026","title":"Audit and feedback, effects on professional practice: a Cochrane review","year":2005,"lang":"","type":"article","venue":"Emergencias","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Outaouais; University of Toronto; University of Ottawa; Thunder Bay Regional Research Institute; Jewish General Hospital; University of Calgary; Toronto Public Health; Ottawa Hospital; Public Health Ontario; Women's College Hospital","funders":"","keywords":"Audit; Audit plan; MEDLINE; Medical audit; Information technology audit","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00797972,0.0006810201,0.001197502,0.0002010377,0.001980235,0.00001986601,0.000388637,0.0006455093,0.01099625],"category_scores_gemma":[0.007417136,0.0006178305,0.0002183925,0.0007259772,0.0001177506,0.0005577459,0.0005205306,0.002533576,0.009320117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043318,"about_ca_system_score_gemma":0.001250172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003783625,"about_ca_topic_score_gemma":0.0005646696,"domain_scores_codex":[0.9870259,0.006644878,0.002138027,0.00115894,0.001486623,0.001545651],"domain_scores_gemma":[0.9928058,0.003371499,0.001092308,0.001096115,0.0006109076,0.001023398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002374582,0.0006800622,0.00007471563,0.05567103,0.0001501243,0.00004634627,0.003910805,0.000001064537,0.00001873512,0.01000963,0.6198462,0.3093539],"study_design_scores_gemma":[0.001365611,0.0006946235,0.006189952,0.05395091,0.0004005343,0.00000829293,0.002379741,0.00004062492,0.00003221345,0.0002301456,0.9341043,0.0006030124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006585324,0.2746635,0.00007943562,0.6499888,0.01062695,0.008566556,0.00006430612,0.0001845682,0.04924063],"genre_scores_gemma":[0.05058394,0.6015223,0.001368948,0.2868164,0.005362775,0.0009260984,0.00006448058,0.0001209605,0.05323419],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3631724,"threshold_uncertainty_score":0.9997676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07231066824202623,"score_gpt":0.4819653845346289,"score_spread":0.4096547162926026,"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."}}