{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0489555,0.0007622278,0.001158562,0.004996431,0.0003483461,0.002295509,0.00104609,0.000703386,0.0006214379],"category_scores_gemma":[0.1718731,0.0002726738,0.001118145,0.005800082,0.000866101,0.002060525,0.001865348,0.0006098084,0.0001447656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119712,"about_ca_system_score_gemma":0.001113953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471071,"about_ca_topic_score_gemma":0.001434977,"domain_scores_codex":[0.9006169,0.06595194,0.01187284,0.004701672,0.01603699,0.0008196631],"domain_scores_gemma":[0.8052532,0.1163674,0.05552343,0.005554347,0.01570228,0.001599425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001726919,0.0001412712,0.9672132,0.0006869829,0.002149209,0.00003484518,0.0006158605,0.001210833,0.0009416224,0.0004220873,0.0003337582,0.02452343],"study_design_scores_gemma":[0.00006688555,0.002336768,0.98594,0.0001531345,0.0002526272,0.0002180234,0.000468749,0.007713829,0.001647698,0.0003378524,0.0008161837,0.00004844797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744333,0.003007901,0.01741629,0.0002919659,0.00007438081,0.0003865346,0.002569059,0.0001136099,0.001706958],"genre_scores_gemma":[0.9891627,0.0002155403,0.009111033,0.00005387433,0.00005000627,0.0003206061,0.0009656996,0.00001915415,0.0001013518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0489555,"threshold_uncertainty_score":0.2589045,"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."}}