{"id":"W2791497600","doi":"10.12927/hcq.2018.25421","title":"Surveillance Software and Prospective Audit and Feedback Rounds Advance Antimicrobial Stewardship at an Acute Care Community Hospital","year":2018,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Antimicrobial stewardship; Workload; Audit; Medicine; Stewardship (theology); Antibiotic Stewardship; Intensive care medicine; Antibiotics; Acute care; Medical emergency; Emergency medicine; Antibiotic resistance; Health care; Business; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01295449,0.0007581615,0.0004154779,0.001499973,0.0007753241,0.002660814,0.001018302,0.0007195642,0.004122222],"category_scores_gemma":[0.06755137,0.0006748289,0.0005790904,0.0009660969,0.000459365,0.001960174,0.002118547,0.001063303,0.001083567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197285,"about_ca_system_score_gemma":0.006976783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004639965,"about_ca_topic_score_gemma":0.008423124,"domain_scores_codex":[0.9719203,0.01825657,0.001800922,0.0009363124,0.006237289,0.0008485775],"domain_scores_gemma":[0.897236,0.05178076,0.0188956,0.008334924,0.01789597,0.005856745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001124736,0.003178507,0.2716982,0.0004051015,0.0001722398,0.0003025704,0.001254824,0.003652786,0.006970549,0.0009743667,0.02339192,0.6868743],"study_design_scores_gemma":[0.0008027246,0.0102277,0.8412026,0.001332533,0.0004188024,0.001647866,0.004127094,0.03715288,0.02835239,0.002980125,0.07138236,0.0003730715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755008,0.00151931,0.0614,0.01549494,0.0006676067,0.001858027,0.001123233,0.008718329,0.03371777],"genre_scores_gemma":[0.9055246,0.0006448296,0.08712393,0.00158985,0.0003951472,0.0003327132,0.0007563187,0.0002214068,0.003411175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295449,"threshold_uncertainty_score":0.06851071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007660125171298147,"score_gpt":0.2593237257149577,"score_spread":0.2516636005436595,"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."}}