{"id":"W2889269261","doi":"10.14745/ccdr.v40is2a04","title":"Antibiotic purchasing by Canadian hospitals, 2007–2011","year":2014,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Purchasing; Antibiotics; Consumption (sociology); Medicine; Audit; Environmental health; Population; Liberian dollar; Defined daily dose; Demography; Toxicology; Emergency medicine; Business; Accounting; Finance; Biology; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0006816023,0.0006343654,0.0005039417,0.005176686,0.002442889,0.001767594,0.00166482,0.0005046841,0.003744067],"category_scores_gemma":[0.004074025,0.0004426379,0.0009899518,0.01249321,0.0005863433,0.0006094414,0.001060071,0.0007964867,0.0006336029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06517623,"about_ca_system_score_gemma":0.06326471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9971385,"about_ca_topic_score_gemma":0.9982415,"domain_scores_codex":[0.9977214,0.00005961189,0.0001751113,0.0002631118,0.001231211,0.0005496111],"domain_scores_gemma":[0.9940031,0.0001429933,0.001304402,0.00009520331,0.003614123,0.0008401891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001803858,0.00003401265,0.9286655,0.0005075122,0.0002457338,0.0001362971,0.0008214089,0.0005733136,0.0002459708,0.0004741114,0.04687752,0.02123817],"study_design_scores_gemma":[0.000008315211,0.00001718295,0.9855137,0.0001420049,0.00005122137,0.0001159861,0.0007031362,0.0003445683,0.000125305,0.00002379676,0.01292937,0.00002543144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5362213,0.01037025,0.0005113156,0.003623513,0.0001070639,0.0001916661,0.420854,0.000283502,0.02783746],"genre_scores_gemma":[0.8938266,0.006099658,0.001562458,0.0009929931,0.00005498964,0.0001021588,0.09067522,0.00005988809,0.006626047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06517623,"threshold_uncertainty_score":0.4728888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004511673291118763,"score_gpt":0.1897809369091365,"score_spread":0.1852692636180178,"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."}}