{"id":"W2982469436","doi":"10.1093/aje/kwz239","title":"Fluoroquinolone Use and Seasonal Patterns of Ciprofloxacin Resistance in Community-Acquired Urinary Escherichia coli Infection in a Large Urban Center","year":2019,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Department of Epidemiology, Biostatistics and Occupational Health, McGill University; Centre hospitalier universitaire Sainte-Justine; University of Toronto; Université de Montréal; Faculty of Medicine, McGill University; McGill University","keywords":"Ciprofloxacin; Antimicrobial; Antibiotic resistance; Ampicillin; Antimicrobial stewardship; Microbiology; Trimethoprim; Sulfamethoxazole; Medicine; Biology; Antibiotics","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":[0.0003433535,0.00025442,0.000232351,0.0006602766,0.0007020028,0.0006319101,0.0007504678,0.0004599112,0.001498886],"category_scores_gemma":[0.001405113,0.000236064,0.0002686155,0.001183067,0.0004068732,0.0003178877,0.0003996656,0.000458015,0.0001271225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004815761,"about_ca_system_score_gemma":0.003224198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7063451,"about_ca_topic_score_gemma":0.801438,"domain_scores_codex":[0.9996221,0.00007242373,0.00002201296,0.00008208155,0.00005883753,0.0001424727],"domain_scores_gemma":[0.998423,0.0001892164,0.0005101403,0.00006105955,0.0002937423,0.0005229136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005538672,0.00006191122,0.9982247,0.000005907004,0.00002345738,0.0000654789,0.0001712619,0.00006928928,0.000222913,0.000009165986,0.0001606253,0.0009298674],"study_design_scores_gemma":[0.000002104671,0.00003514633,0.9992076,0.000003866025,0.000005573142,0.00003666418,0.0003796787,0.0002455654,0.00002068481,0.000003571903,0.00005624327,0.00000339998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995157,0.00005896556,0.0000373528,0.00005440271,0.000001759289,0.000006707035,0.000188469,0.000002745902,0.0001339129],"genre_scores_gemma":[0.9996401,0.0000377982,0.00004979623,0.00002880704,0.000003116407,0.000004014539,0.0001307959,0.000001305285,0.0001043127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7063451,"threshold_uncertainty_score":0.5907686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208294446032534,"score_gpt":0.3120535945811823,"score_spread":0.279970650120857,"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."}}