{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003864746,0.000165046,0.0007278966,0.00004991063,0.00007997842,0.000003584243,0.00003360612,0.0002461522,0.000007532559],"category_scores_gemma":[0.001348187,0.0001183253,0.00005655136,0.00005613559,0.0005451881,0.00008209622,0.00005197686,0.0001969517,0.00000352875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008356082,"about_ca_system_score_gemma":0.00001048841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003599155,"about_ca_topic_score_gemma":0.000009528819,"domain_scores_codex":[0.9985505,0.000531313,0.0003767373,0.0003331563,0.00001793941,0.0001903721],"domain_scores_gemma":[0.9982269,0.001285531,0.000291893,0.00009315386,0.00006588896,0.00003662502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002104817,0.00009927058,0.942674,0.0003608282,0.0003639258,0.00000154359,0.0004546843,0.00003116033,0.0397322,0.002498475,0.0001398129,0.01153926],"study_design_scores_gemma":[0.004702236,0.01096661,0.9617075,0.0001373401,0.0001481976,0.00001326134,0.00003091163,0.0001601719,0.02140121,0.0002361026,0.0003241922,0.0001722384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943501,0.003369227,0.0007203293,0.0007349589,0.0002326727,0.0004990361,0.00002666888,0.00002505148,0.0000419711],"genre_scores_gemma":[0.9988614,0.0008360608,0.00002609195,0.0002025998,0.00002869872,0.00001149799,0.000006794075,0.000008109916,0.00001874192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0190335,"threshold_uncertainty_score":0.4825165,"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."}}