{"id":"W3189488529","doi":"10.1186/s12879-021-06467-z","title":"Regional variation in the potentially inappropriate first-line use of fluoroquinolones in Canada as a key to antibiotic stewardship? A drug utilization review study","year":2021,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Saskatchewan; University of British Columbia; Dalhousie University; University of Calgary; Institute for Clinical Evaluative Sciences; Saskatchewan Health Quality Council; Jewish General Hospital; Sunnybrook Health Science Centre; University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"Canadian Institutes of Health Research; Ministry of Health, British Columbia","keywords":"Medicine; Levofloxacin; Ciprofloxacin; Antimicrobial stewardship; Intensive care medicine; Antibiotics; Moxifloxacin; Exacerbation; Nitrofurantoin; Cefepime; Internal medicine; Emergency medicine; Imipenem; Antibiotic resistance","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":[0.004190074,0.0003333627,0.001046178,0.006123486,0.001128123,0.002335049,0.001119603,0.0006344803,0.001566504],"category_scores_gemma":[0.01497528,0.0003398534,0.001747404,0.02671659,0.0007743096,0.0005794839,0.0006531246,0.0006714512,0.00009690596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03545013,"about_ca_system_score_gemma":0.07899873,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838154,"about_ca_topic_score_gemma":0.9876826,"domain_scores_codex":[0.9965423,0.0004512426,0.0006415924,0.0004292548,0.001493418,0.0004421827],"domain_scores_gemma":[0.9676541,0.004163162,0.007349045,0.0005714914,0.01809902,0.002163127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003927533,0.00006305399,0.8728896,0.01018669,0.00327376,0.000436384,0.001476733,0.0005570825,0.0002558718,0.0009540533,0.02033042,0.08918343],"study_design_scores_gemma":[0.00004243352,0.00004784447,0.9799381,0.004294925,0.001710032,0.0002708874,0.001367541,0.0004730098,0.00009193145,0.00006455128,0.01164321,0.00005543253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2962132,0.6634319,0.0003238239,0.01199662,0.0002840007,0.0001596546,0.01997517,0.00003416582,0.00758137],"genre_scores_gemma":[0.812214,0.1809414,0.0005647053,0.001649818,0.0001464759,0.00005335026,0.003915123,0.00001488071,0.0005004047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03545013,"threshold_uncertainty_score":0.2572099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839436735258987,"score_gpt":0.2557054336536564,"score_spread":0.2273110663010666,"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."}}