{"id":"W2032055397","doi":"10.1086/664757","title":"Audit and Feedback to Reduce Broad-Spectrum Antibiotic Use among Intensive Care Unit Patients A Controlled Interrupted Time Series Analysis","year":2012,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; Health Sciences Centre; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Intensive care unit; Incidence (geometry); Clostridium difficile; Emergency medicine; Interrupted Time Series Analysis; Intensive care; Prospective cohort study; Intensive care medicine; Antibiotics; Broad spectrum; Antimicrobial stewardship; Internal medicine; Antibiotic resistance","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"],"consensus_categories":[],"category_scores_codex":[0.0004227992,0.0003453538,0.001420447,0.0003409929,0.0002960575,0.00002547053,0.00008169227,0.0004448126,0.0001079748],"category_scores_gemma":[0.002366858,0.0002684034,0.0002414728,0.000300305,0.0005761961,0.0003574437,0.0001026074,0.0003293976,0.0001600463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004820688,"about_ca_system_score_gemma":0.00001955312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469852,"about_ca_topic_score_gemma":0.0004110378,"domain_scores_codex":[0.9974064,0.0007599012,0.0006341982,0.0004973249,0.00003031319,0.0006718148],"domain_scores_gemma":[0.9979503,0.0008747776,0.0003640802,0.0002501298,0.0004166474,0.0001441239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129475,0.00009650334,0.9924155,0.00002357251,0.002080237,0.000001535031,0.0008981229,0.00002103729,0.001048123,0.0002892318,0.0009288334,0.001067863],"study_design_scores_gemma":[0.005314372,0.001024588,0.9892797,0.00005639193,0.001038233,0.00001348934,0.0004735179,0.00004358238,0.0002412557,0.0000372229,0.002147953,0.0003297157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923732,0.00349952,0.0007863933,0.001339986,0.0009339899,0.0007578423,0.00007324029,0.00009080037,0.0001450859],"genre_scores_gemma":[0.9970289,0.0003563212,0.00003829666,0.001221838,0.00008868026,0.00001580831,0.0001282083,0.00001937813,0.001102562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004655764,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173283419218659,"score_gpt":0.256045396581674,"score_spread":0.2443125623894874,"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."}}