{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000135596,0.0001054622,0.0002202685,0.00001206403,0.001914464,0.0003364193,0.0003666502,0.00009528598,0.0001667996],"category_scores_gemma":[0.0002041066,0.0001013742,0.00006559218,0.0001950046,0.0001708199,0.0001776263,0.0005796886,0.0003513687,0.00002308769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862122,"about_ca_system_score_gemma":0.0002897161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.984903,"about_ca_topic_score_gemma":0.999794,"domain_scores_codex":[0.9985458,0.0006247733,0.0002357475,0.0002060465,0.00004740605,0.0003402203],"domain_scores_gemma":[0.9991196,0.0002309826,0.0001054739,0.0004737154,0.00005454871,0.0000156144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001766071,0.0001454187,0.9828641,0.00002471243,0.00008122183,0.00004363374,0.00003556565,0.00001174309,0.00427399,0.00001475365,0.01197032,0.0005169043],"study_design_scores_gemma":[0.0007735057,0.00001611055,0.9933764,0.0001223767,0.00004290562,0.0002768477,0.0005220447,0.000001085018,0.001479104,0.0001017136,0.003136858,0.0001509967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967276,0.001458813,0.000001393412,0.0002687733,0.0003834894,0.0003660877,0.0003327187,0.00002732874,0.0004338284],"genre_scores_gemma":[0.9895806,0.0001612744,8.022382e-7,0.001033006,0.000008814692,0.000006862104,0.0002604901,0.00001617867,0.008931947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01489094,"threshold_uncertainty_score":0.9993849,"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."}}