{"id":"W4385379944","doi":"10.1186/s13756-023-01279-z","title":"Best practice guidance for antibiotic audit and feedback interventions in primary care: a modified Delphi study from the Joint Programming Initiative on Antimicrobial resistance: Primary Care Antibiotic Audit and Feedback Network (JPIAMR-PAAN)","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Women's College Hospital; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Joint Programming Initiative on Antimicrobial Resistance","keywords":"Medicine; Audit; Antibiotic resistance; Primary care; Psychological intervention; De-escalation; Antibiotics; Delphi; Antimicrobial stewardship; Nursing; Family medicine; Intensive care medicine; Computer science; Microbiology; Business","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.0009359381,0.0006849692,0.001151087,0.0002705387,0.001535901,0.0003037188,0.0002727472,0.0004995468,0.000007279696],"category_scores_gemma":[0.0004369349,0.0005898954,0.0002809085,0.0007739891,0.00082031,0.000540893,0.0002295623,0.0008134889,0.00004263561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027388,"about_ca_system_score_gemma":0.0002695531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004937461,"about_ca_topic_score_gemma":0.007204621,"domain_scores_codex":[0.9954952,0.0008250771,0.001159115,0.001356347,0.0001585783,0.001005699],"domain_scores_gemma":[0.9968103,0.001263973,0.0007854901,0.0005878255,0.0004670282,0.00008540516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.06390738,0.01070445,0.2653402,0.03924966,0.01099821,0.0008278344,0.05203282,0.001741567,0.3218678,0.003433365,0.1825693,0.04732736],"study_design_scores_gemma":[0.04339106,0.003643696,0.8566095,0.03167597,0.002990165,0.00008524863,0.01540365,0.00004521957,0.00635309,0.0001818106,0.03660782,0.003012794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677696,0.02010856,0.001051376,0.00213406,0.001544494,0.005087273,0.0007955882,0.0002348718,0.001274204],"genre_scores_gemma":[0.9902225,0.005970506,0.0004482488,0.001543374,0.0003289307,0.00005875821,0.0005341874,0.00008582012,0.0008076429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5912693,"threshold_uncertainty_score":0.999764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225950031986714,"score_gpt":0.2685309209872124,"score_spread":0.245935917788541,"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."}}