{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001254583,0.0001025826,0.0002311732,0.00002691606,0.0003375556,0.000008319018,0.0000776903,0.00009120363,0.0002157405],"category_scores_gemma":[0.0003115962,0.00008831979,0.00003410818,0.0001124416,0.00001143543,0.00006910836,0.0002290213,0.000261366,0.0005894898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925857,"about_ca_system_score_gemma":0.0004584652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001389856,"about_ca_topic_score_gemma":0.00006518752,"domain_scores_codex":[0.9987612,0.0001235866,0.0003822696,0.0002454028,0.0001462278,0.0003413118],"domain_scores_gemma":[0.9991013,0.0001335937,0.0001082161,0.0001964578,0.0001099892,0.0003504909],"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":[0.00007564436,0.000005030267,0.01546185,0.001319409,0.00000940067,0.0000145092,0.02313314,8.175554e-7,0.0004099113,0.0002361675,0.887011,0.07232313],"study_design_scores_gemma":[0.0004980843,0.0003689526,0.01987017,0.0001558504,0.00001550272,8.147611e-7,0.008748531,0.000006080873,0.00007418248,0.00004774738,0.9700341,0.0001799866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4416498,0.002831346,0.0001478479,0.4449983,0.002251523,0.004264888,0.000181541,0.0002709335,0.1034038],"genre_scores_gemma":[0.623239,0.00008161908,0.002491546,0.371568,0.001521239,0.0001915756,0.0000266899,0.00003705376,0.0008432516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1815892,"threshold_uncertainty_score":0.7576896,"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."}}