{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008281283,0.0001528119,0.0003430068,0.00009524541,0.0003858787,0.0000654544,0.000279486,0.00007941471,0.001509968],"category_scores_gemma":[0.0001953346,0.0001036671,0.0001753427,0.0003819762,0.0001621026,0.0001406594,0.0001553984,0.0001600685,0.00002037336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006361386,"about_ca_system_score_gemma":0.002707927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9457315,"about_ca_topic_score_gemma":0.9970802,"domain_scores_codex":[0.9988286,0.0002801939,0.0002835516,0.0002712476,0.00004564327,0.000290764],"domain_scores_gemma":[0.9991419,0.0001200564,0.0001383987,0.0004404054,0.00008401275,0.00007521354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004146002,0.0008478469,0.9830478,0.00001079177,0.001506248,0.0000297959,0.0003724001,0.001676015,0.001079392,0.0005532581,0.0103121,0.0001496919],"study_design_scores_gemma":[0.000947858,0.0007065684,0.9906166,0.00004810122,0.0003833096,0.00001566513,0.001347866,0.00002400285,0.001300436,0.00021975,0.004176805,0.0002130243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994337,0.0005636491,0.00001445905,0.0003100324,0.0001902364,0.0002965408,0.00029721,0.00001896947,0.003971911],"genre_scores_gemma":[0.9927843,0.00003678532,0.000002145347,0.0001820484,0.000002799425,0.000005419096,0.0004555005,0.000008733277,0.006522296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05134869,"threshold_uncertainty_score":0.9994028,"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."}}