{"id":"W4411548142","doi":"10.1017/9781009604697","title":"Audit, Feedback, and Behaviour Change","year":2025,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"THIS Institute, University of Cambridge","keywords":"Audit; Psychology; Process management; Business; Computer science; Accounting","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"],"consensus_categories":[],"category_scores_codex":[0.0004944486,0.0003865514,0.0006193845,0.0003074179,0.001012029,0.00001587399,0.0004326143,0.000925776,0.00001488374],"category_scores_gemma":[0.00003221913,0.0004616818,0.0001302247,0.00002427147,0.0001792164,0.00009809474,0.001223856,0.001539135,0.00005083007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008833826,"about_ca_system_score_gemma":0.001098064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003312319,"about_ca_topic_score_gemma":0.0001385348,"domain_scores_codex":[0.9973835,0.0006389637,0.0003812092,0.0006682914,0.0002809165,0.0006470916],"domain_scores_gemma":[0.9980943,0.000311323,0.0003507952,0.0006836157,0.0002281698,0.0003317734],"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":[0.00004925894,0.00001093423,0.00006258075,0.00216195,0.00006908072,0.0001090172,0.000490359,1.176877e-8,2.732784e-7,0.4219743,0.5717162,0.003355956],"study_design_scores_gemma":[0.00079928,0.0000462006,0.001262916,0.001501001,0.00028433,9.289018e-7,0.0009106618,0.000003937834,0.000001363175,0.00001179564,0.9948101,0.0003674933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002019325,0.0003689116,0.0001045525,0.00068464,0.001110217,0.002462522,0.0008139639,0.0002649022,0.9939883],"genre_scores_gemma":[0.0001622033,0.0006991315,0.00005005441,0.002525149,0.0005311129,0.00002465454,0.0002282734,0.00003716549,0.9957423],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4230938,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145655029189326,"score_gpt":0.3532592926074895,"score_spread":0.2386937896885568,"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."}}