{"id":"W3210368323","doi":"10.1093/ofid/ofab533","title":"The Impact of COVID-19 on Outpatient Antibiotic Prescriptions in Ontario, Canada; An Interrupted Time Series Analysis","year":2021,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; Women's College Hospital; University of Waterloo; McMaster University; St. Michael's Hospital; Sinai Health System; McMaster University Medical Centre; University Health Network; Ottawa Hospital; Public Health Agency of Canada; Institute for Clinical Evaluative Sciences; University of Ottawa; Sunnybrook Hospital; Toronto East General Hospital; University of Toronto; SickKids Foundation; Hospital for Sick Children; Public Health Ontario","funders":"Institut canadien d'information sur la santé; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Medical prescription; Antibiotics; Antimicrobial stewardship; Specialty; Pediatrics; Pandemic; Respiratory tract infections; Coronavirus disease 2019 (COVID-19); Internal medicine; Emergency medicine; Family medicine; Respiratory system; Antibiotic resistance; Infectious disease (medical specialty); Disease","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":[0.004222449,0.0005785255,0.0008810682,0.001607943,0.0009650016,0.001351957,0.001805968,0.0006468068,0.001730502],"category_scores_gemma":[0.01362539,0.000434092,0.001663979,0.00446488,0.0007783244,0.0004254603,0.001010816,0.001346751,0.0001384111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02755363,"about_ca_system_score_gemma":0.02894931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805368,"about_ca_topic_score_gemma":0.952737,"domain_scores_codex":[0.9958456,0.0007359049,0.0004653036,0.0006388965,0.001340793,0.0009734801],"domain_scores_gemma":[0.9875534,0.002118799,0.005483697,0.0006416725,0.002856082,0.001346442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004411319,0.000059869,0.9882128,0.0001783314,0.0007878316,0.0001765113,0.0004261133,0.00325384,0.0001068943,0.0004333113,0.002495047,0.003428288],"study_design_scores_gemma":[0.00004929052,0.00008609374,0.9828278,0.000105969,0.0003656446,0.00006076498,0.0004285164,0.01330082,0.00008516914,0.0001104413,0.002550154,0.0000295312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577369,0.004260826,0.002370219,0.001869471,0.0001064737,0.0001872457,0.03134178,0.00006654871,0.002060501],"genre_scores_gemma":[0.9860647,0.001105284,0.0008347494,0.0002014495,0.00003718847,0.00009683202,0.0104646,0.00001485729,0.001180396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02755363,"threshold_uncertainty_score":0.1999165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112372473503476,"score_gpt":0.2715000164165392,"score_spread":0.2603762916815044,"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."}}