{"id":"W4406940587","doi":"10.1093/ofid/ofae631.1979","title":"P-1816. Stepwise Implementation of an Antimicrobial Stewardship Prospective Audit and Feedback Intervention at a Large Academic Center in Canada","year":2025,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Antimicrobial stewardship; Center (category theory); Audit; Intervention (counseling); Intensive care medicine; Emergency medicine; Nursing; Accounting; Antibiotic resistance; Antibiotics; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003929621,0.000510569,0.0004061849,0.001302979,0.004569468,0.002160382,0.002053831,0.0005575891,0.004078227],"category_scores_gemma":[0.01046719,0.0004584262,0.0005027468,0.002201569,0.001234297,0.000633477,0.002097212,0.001003451,0.0004277778],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09728652,"about_ca_system_score_gemma":0.2705721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9799286,"about_ca_topic_score_gemma":0.9916826,"domain_scores_codex":[0.9942665,0.001038766,0.0002599784,0.0006978182,0.001631226,0.002105844],"domain_scores_gemma":[0.9734537,0.001650318,0.002515022,0.0006283578,0.009359723,0.01239283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001307748,0.002286153,0.757602,0.0006888777,0.0001625975,0.0004970749,0.003688039,0.001724406,0.002694361,0.0005863244,0.03383754,0.1949249],"study_design_scores_gemma":[0.000403848,0.001441689,0.9700149,0.0003724139,0.0001021711,0.0001253723,0.005276379,0.00344012,0.002246847,0.0001587156,0.01632861,0.0000889589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649679,0.001506598,0.002772876,0.01032784,0.0002046584,0.00337517,0.004612441,0.0006026659,0.01162981],"genre_scores_gemma":[0.9832098,0.0004902326,0.008830842,0.001696709,0.00004682168,0.000607695,0.00111879,0.00004348013,0.003955628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9027135,"threshold_uncertainty_score":0.7058665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004678560209702628,"score_gpt":0.2744503047358921,"score_spread":0.2697717445261895,"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."}}