{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1767154,0.001036405,0.001370182,0.003075191,0.004749052,0.003732091,0.002056018,0.003258174,0.003415912],"category_scores_gemma":[0.1656715,0.001522518,0.002402389,0.002290389,0.003326915,0.004550118,0.009601664,0.003821346,0.0006635272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01185019,"about_ca_system_score_gemma":0.03216742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007065893,"about_ca_topic_score_gemma":0.01096941,"domain_scores_codex":[0.8470682,0.1254541,0.01005641,0.003096851,0.006839281,0.007485122],"domain_scores_gemma":[0.8356753,0.1222291,0.006150316,0.003786378,0.02682127,0.005337625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001059244,0.003133838,0.02982912,0.009049249,0.0001802199,0.001073997,0.7931594,0.001367334,0.001959497,0.002737493,0.005448565,0.151002],"study_design_scores_gemma":[0.001153443,0.008422803,0.07822311,0.01094183,0.0003644046,0.0007161899,0.8510869,0.005528402,0.002820289,0.004791113,0.0354442,0.0005073217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9259809,0.0006857102,0.01753727,0.004733542,0.0001779018,0.04354308,0.0005314476,0.00007454655,0.006735638],"genre_scores_gemma":[0.8592804,0.001084765,0.05677268,0.003199336,0.00005102032,0.07749913,0.000473213,0.00006331006,0.001576144],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1767154,"threshold_uncertainty_score":0.9345716,"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."}}