{"id":"W3153240582","doi":"10.1093/ofid/ofab185","title":"Community Antibiotic Use at the Population Level During the SARS-CoV-2 Pandemic in British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Interior Health; BC Centre for Disease Control","funders":"Ministry of Health, British Columbia","keywords":"Medicine; Medical prescription; Azithromycin; Amoxicillin; Population; Demography; Pandemic; Pediatrics; Coronavirus disease 2019 (COVID-19); Antibiotics; Internal medicine; Disease; Infectious disease (medical specialty); Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005451564,0.0003383323,0.0004340796,0.00142967,0.001831911,0.001390541,0.001223056,0.0004089066,0.002429585],"category_scores_gemma":[0.002062031,0.0002922748,0.0003985127,0.003522471,0.0005491255,0.000453619,0.000727403,0.000893103,0.0003027043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02968495,"about_ca_system_score_gemma":0.03540685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997221,"about_ca_topic_score_gemma":0.9982821,"domain_scores_codex":[0.9989926,0.0000949777,0.00008691971,0.0001916642,0.00031169,0.0003221243],"domain_scores_gemma":[0.9969149,0.0001318045,0.0004571633,0.00007125334,0.0017417,0.0006831283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004100063,0.00003601375,0.9879838,0.00006295176,0.00006504689,0.00008707507,0.0004809022,0.0003359892,0.0001531565,0.00007796996,0.002636964,0.008039109],"study_design_scores_gemma":[0.000004870618,0.00001493572,0.9969726,0.00004559169,0.00001879078,0.00003585077,0.001010305,0.000584351,0.00005989646,0.00002072619,0.001221154,0.00001094275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815246,0.001238792,0.0002368943,0.0009833389,0.0000363754,0.00005360398,0.011539,0.00003425,0.004353084],"genre_scores_gemma":[0.9945017,0.0006804086,0.0002550388,0.0002027802,0.00001357718,0.00002519938,0.00260866,0.000008427898,0.001704264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02968495,"threshold_uncertainty_score":0.2153804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227527875679998,"score_gpt":0.2508698293042917,"score_spread":0.2285945505474918,"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."}}