{"id":"W2043089943","doi":"10.1017/ice.2015.46","title":"Assessment of Antimicrobial Utilization Metrics: Days of Therapy Versus Defined Daily Doses and Pharmacy Dispensing Records Versus Nursing Administration Data","year":2015,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Calgary; Alberta Health Services","funders":"","keywords":"Pharmacy; Medicine; Antimicrobial; Administration (probate law); Emergency medicine; Family medicine","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":[0.0008717014,0.0001493293,0.0005193494,0.0001219728,0.0001003452,0.000007029706,0.00008274413,0.0001735025,0.00001147792],"category_scores_gemma":[0.001115001,0.000126428,0.00004470908,0.000145307,0.000440454,0.0001983679,0.00004044515,0.0001463308,0.000001407505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002960853,"about_ca_system_score_gemma":0.0001257653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000556159,"about_ca_topic_score_gemma":0.0001226059,"domain_scores_codex":[0.9984758,0.0004533126,0.0005201403,0.0003266482,0.00003001367,0.0001940656],"domain_scores_gemma":[0.9980056,0.001122009,0.0004671152,0.0002174082,0.0001525851,0.00003531484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01103251,0.0009551239,0.7434568,0.0001084248,0.001121733,0.000003241512,0.0003493669,0.00005496506,0.053844,0.00952898,0.00285365,0.1766912],"study_design_scores_gemma":[0.05677968,0.008131509,0.9061603,0.0002575793,0.0007478513,0.00005445905,0.0004983877,0.00547043,0.01038016,0.0006606831,0.01019572,0.000663239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753665,0.006032962,0.01425246,0.0006718765,0.002758387,0.0002759797,0.00009257027,0.0000283056,0.0005210015],"genre_scores_gemma":[0.9944976,0.004566391,0.0005488348,0.00005112207,0.000063255,0.000001624441,0.0002510513,0.00000849988,0.00001165125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.176028,"threshold_uncertainty_score":0.5155584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1479277819149996,"score_gpt":0.4012895405996247,"score_spread":0.2533617586846251,"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."}}