{"id":"W3193380878","doi":"10.1093/jacamr/dlab116","title":"Outpatient antibiotic use in British Columbia, Canada: reviewing major trends since 2000","year":2021,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Western University; Sinai Health System; University of British Columbia; BC Centre for Disease Control; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Antimicrobial stewardship; Medicine; Medical prescription; Psychological intervention; Stewardship (theology); Population; Antibiotic Stewardship; Defined daily dose; Family medicine; Antibiotics; Antibiotic resistance; Environmental health; Nursing; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002390123,0.0002934483,0.0008445546,0.00007838262,0.0004003787,0.0002731472,0.0003885368,0.0003568033,0.0007408552],"category_scores_gemma":[0.0004026603,0.0004426026,0.0001957103,0.0008626514,0.0002647789,0.0002364839,0.0001417562,0.000606393,0.00008488011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005522859,"about_ca_system_score_gemma":0.001481157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6038555,"about_ca_topic_score_gemma":0.9964142,"domain_scores_codex":[0.9966483,0.000388541,0.0008967479,0.0009649143,0.0001324014,0.0009691282],"domain_scores_gemma":[0.9985052,0.0002003395,0.0002958957,0.0007071749,0.0002190543,0.00007228919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002407659,0.0009839305,0.2545934,0.000956091,0.000383642,0.003846327,0.000388803,0.00001549961,0.2169782,0.0001691262,0.5156949,0.005749386],"study_design_scores_gemma":[0.002279747,0.0000472908,0.591482,0.003952377,0.0001113071,0.0002300793,0.0001735194,0.000001046843,0.02550327,0.000009036025,0.3752361,0.0009741958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750742,0.02023924,0.0000289594,0.0007023276,0.001498661,0.0002502159,0.0004567708,0.0000670161,0.001682628],"genre_scores_gemma":[0.8702491,0.001148348,0.0006391387,0.001257195,0.00003693016,0.0000032393,0.0001987547,0.00004858718,0.1264187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3925588,"threshold_uncertainty_score":0.9998026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092265331365586,"score_gpt":0.2060206722685791,"score_spread":0.1950980189549233,"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."}}