{"id":"W3010083327","doi":"10.1136/bmj.m213","title":"Revitalising audit and feedback to improve patient care","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Academy of Medical Sciences; National Institute for Health and Care Research","keywords":"Audit; Patient care; Quality (philosophy); Medical audit; Computer science; Medicine; Nursing; Business; Accounting; Epistemology; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2114045,0.001470604,0.001616113,0.006274372,0.003903038,0.01783795,0.005031418,0.01389668,0.00503575],"category_scores_gemma":[0.4105074,0.001069553,0.002266228,0.004027687,0.01232856,0.0163406,0.01406625,0.02164537,0.003894488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00889949,"about_ca_system_score_gemma":0.04040811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018345,"about_ca_topic_score_gemma":0.01310587,"domain_scores_codex":[0.6780078,0.2132663,0.01908096,0.004793317,0.07768749,0.007164075],"domain_scores_gemma":[0.3979015,0.3535477,0.05388457,0.03764314,0.1286012,0.02842184],"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":[0.0002724383,0.0005646859,0.00571672,0.004079161,0.0003004766,0.0002647518,0.003976916,0.0007302273,0.0008243448,0.02521339,0.3066552,0.6514016],"study_design_scores_gemma":[0.0006127568,0.001228915,0.01890296,0.01853732,0.000281916,0.001274343,0.006378597,0.002551893,0.002803462,0.08510178,0.8618115,0.0005144553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002615268,0.01586895,0.02716189,0.9217248,0.02141379,0.0003661444,0.0000801947,0.0007171371,0.0100519],"genre_scores_gemma":[0.1378195,0.03729419,0.1317214,0.6385539,0.04075981,0.001246559,0.0002868671,0.0006935459,0.01162421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2114045,"threshold_uncertainty_score":0.9724787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05434501041981905,"score_gpt":0.417514310208517,"score_spread":0.3631692997886979,"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."}}