{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002726862,0.0001614965,0.001006535,0.0005218819,0.0000320714,0.000003564302,0.00009788356,0.000074506,0.00005714452],"category_scores_gemma":[0.0009808931,0.0001487108,0.0001069841,0.000392151,0.0002019554,0.0002294422,0.0001026226,0.0006923921,0.000003511367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005122,"about_ca_system_score_gemma":0.0000573672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517359,"about_ca_topic_score_gemma":0.0005841791,"domain_scores_codex":[0.9962464,0.00213585,0.0009901439,0.0001673014,0.0001095795,0.0003507447],"domain_scores_gemma":[0.9973535,0.001199985,0.000903453,0.0003209541,0.0001103365,0.0001117741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001444146,0.002362228,0.9938595,0.0001617299,0.0001074173,0.00008075748,0.0005076425,0.0000319629,0.0007529907,0.0002619451,0.0001373231,0.0002923392],"study_design_scores_gemma":[0.002600917,0.006410931,0.9868717,0.0004965988,0.0000394029,0.0001447529,0.000338983,0.00009185281,0.00002802541,0.00009344523,0.002780441,0.0001029713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976174,0.0003632841,0.0004168728,0.001020708,0.0001450546,0.0002715546,0.00001115177,0.00000871394,0.0001452764],"genre_scores_gemma":[0.9962984,0.0007988564,0.00180487,0.0009223871,0.00004354987,0.000008859149,0.00001144666,0.00001752165,0.00009413979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00698784,"threshold_uncertainty_score":0.606425,"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."}}