{"id":"W3048357969","doi":"10.1017/ice.2020.339","title":"Effect of prospective audit and feedback on inpatient fluoroquinolone use and appropriateness of prescribing","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Island Health; Covenant Health; Interior Health","funders":"","keywords":"Medicine; Audit; Medical prescription; Emergency medicine; Prospective cohort study; Urinary system; Internal medicine; Intensive care medicine; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02495965,0.0006807675,0.001180386,0.0009335771,0.001020106,0.001546878,0.0008257224,0.00176893,0.001436741],"category_scores_gemma":[0.109283,0.0008036351,0.001568187,0.0009292061,0.0007532286,0.001085833,0.001626589,0.001588834,0.0002441767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002837609,"about_ca_system_score_gemma":0.005711139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514477,"about_ca_topic_score_gemma":0.01260467,"domain_scores_codex":[0.9549144,0.03407849,0.002449251,0.001673302,0.004689187,0.002195391],"domain_scores_gemma":[0.8036847,0.1237148,0.04356887,0.00800328,0.009885537,0.01114281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02902172,0.01972535,0.7030762,0.0004432472,0.001231037,0.0003372849,0.001045356,0.007076247,0.0009185767,0.000131757,0.003084834,0.2339084],"study_design_scores_gemma":[0.002133517,0.03279636,0.9531252,0.0002306403,0.0004476696,0.0002769154,0.0003467094,0.007769704,0.001597945,0.0001163733,0.001037824,0.0001213162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958163,0.0005821007,0.0005155819,0.001035717,0.0001082329,0.000301582,0.0003546857,0.00009070693,0.001195088],"genre_scores_gemma":[0.9979482,0.0001586145,0.0009884728,0.0002435512,0.00007773673,0.0001291086,0.0002281173,0.00000519188,0.0002211693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02495965,"threshold_uncertainty_score":0.1320009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428031283068809,"score_gpt":0.238925266023976,"score_spread":0.2246449531932879,"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."}}