{"id":"W4388719693","doi":"10.1370/afm.22.s1.5455","title":"Evaluating Audit and Feedback Strategies to Reduce Antibiotic Prescribing in Primary Care: A Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical prescription; Audit; Context (archaeology); Randomized controlled trial; Intervention (counseling); Antimicrobial stewardship; Family medicine; Population; Antibiotic resistance; Pediatrics; Antibiotics; Internal medicine; Nursing","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":[0.01524433,0.002062585,0.004297476,0.001219944,0.001467426,0.002076872,0.001786282,0.004502864,0.01019248],"category_scores_gemma":[0.03164694,0.00123945,0.005324235,0.001452942,0.002264459,0.002260722,0.001234539,0.003345926,0.000688546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004290405,"about_ca_system_score_gemma":0.007544427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007030649,"about_ca_topic_score_gemma":0.009014723,"domain_scores_codex":[0.9790932,0.01500025,0.002037858,0.001453783,0.001425809,0.0009890546],"domain_scores_gemma":[0.9803051,0.01091658,0.004185351,0.001154223,0.001347795,0.002090885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9427218,0.0209,0.0007779301,0.00595043,0.003844307,0.00004326454,0.0001979412,0.0004277359,0.000285356,0.0001895671,0.0007838566,0.02387775],"study_design_scores_gemma":[0.9528889,0.04367547,0.0007861127,0.0004621042,0.001270546,0.000008078231,0.0000418868,0.0002990959,0.00009912907,0.0001365497,0.0003171444,0.00001497997],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306801,0.01994287,0.003744184,0.003567263,0.004906846,0.1299778,0.00211647,0.0004818097,0.004582527],"genre_scores_gemma":[0.8784873,0.00673485,0.01119944,0.002268858,0.001729082,0.0970979,0.0005137022,0.00003007992,0.001938721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01524433,"threshold_uncertainty_score":0.08062071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581772028289076,"score_gpt":0.3019612222622879,"score_spread":0.2761435019793972,"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."}}