{"id":"W4410523636","doi":"10.1136/bmjoq-2025-qshu.211","title":"211 Sustaining changes in clinician behavior using audit and feedback","year":2025,"lang":"en","type":"article","venue":"","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Computer science; Psychology; Business; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01075378,0.0007593763,0.0006379061,0.002319156,0.0008162506,0.001346545,0.001391907,0.0005742679,0.008674345],"category_scores_gemma":[0.0443294,0.0004028004,0.0005706596,0.001080582,0.0002857862,0.001015447,0.00169502,0.0007955081,0.004291122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640462,"about_ca_system_score_gemma":0.004148233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005858563,"about_ca_topic_score_gemma":0.01051257,"domain_scores_codex":[0.9874225,0.007794794,0.001189499,0.0004998349,0.002615607,0.0004778436],"domain_scores_gemma":[0.9777139,0.007544508,0.002893897,0.002693563,0.007233506,0.001920717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004498358,0.003427634,0.1345422,0.0004088271,0.00005965312,0.0001701179,0.002001916,0.0006575024,0.0009832658,0.000181244,0.02212577,0.8349921],"study_design_scores_gemma":[0.000813587,0.007865828,0.8461965,0.003235342,0.0002347443,0.001268833,0.007840974,0.02114934,0.007348124,0.002015244,0.101691,0.0003404319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7896565,0.001847513,0.040222,0.008094055,0.00125781,0.01215998,0.003634805,0.007965638,0.1351618],"genre_scores_gemma":[0.9087993,0.001551809,0.06275333,0.001278379,0.0002321643,0.007618101,0.001836381,0.0002265452,0.01570406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075378,"threshold_uncertainty_score":0.05687213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115738663082625,"score_gpt":0.5097472742422161,"score_spread":0.3981734079339536,"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."}}