{"id":"W2503956501","doi":"10.1093/jac/dkw302","title":"<i>Escherichia coli</i> antimicrobial susceptibility profile and cumulative antibiogram to guide empirical treatment of uncomplicated urinary tract infections in women in the province of Québec, 2010–15","year":2016,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Ste. Anne's Hospital; Université de Montréal; Université Laval; Institut National de Santé Publique du Québec; Hôtel-Dieu de Québec; McGill University; Centre Intégré de Santé et de Services Sociaux du Bas-Saint-Laurent; McGill University Health Centre","funders":"National Research Council Canada; Association of Medical Microbiology and Infectious Disease Canada","keywords":"Nitrofurantoin; Ciprofloxacin; Trimethoprim; Medicine; Sulfamethoxazole; Urine; Antibiotics; Internal medicine; Antimicrobial; Urinary system; Microbiology; Biology","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":[0.00103468,0.0003048123,0.0001905999,0.001047285,0.0005375707,0.000796971,0.0006866591,0.0003125339,0.001772906],"category_scores_gemma":[0.004048896,0.0001067113,0.0002457286,0.001245451,0.0002793422,0.0002488787,0.0003164586,0.0003132591,0.0003048242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007829012,"about_ca_system_score_gemma":0.009938243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9290226,"about_ca_topic_score_gemma":0.9555871,"domain_scores_codex":[0.9995825,0.0000947911,0.00004430048,0.00005440831,0.0001274931,0.00009654397],"domain_scores_gemma":[0.9978964,0.0001536645,0.0004714238,0.00004281384,0.00115826,0.0002773288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004646658,0.00001923876,0.9869348,0.00003891513,0.00002266996,0.00004026493,0.00009559132,0.0003138359,0.000211968,0.00002589749,0.003763989,0.008486458],"study_design_scores_gemma":[0.000004759522,0.00003589947,0.9964863,0.00006269195,0.00001540858,0.00004788356,0.000317464,0.001331123,0.0001283153,0.00001420965,0.001551294,0.000004768331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708781,0.003610868,0.002046409,0.003109891,0.00007151134,0.0002764766,0.01046589,0.000173809,0.009367085],"genre_scores_gemma":[0.995577,0.0003403389,0.001550496,0.0001895672,0.00001464057,0.00002746605,0.001489573,0.000009481798,0.0008015718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07097745,"threshold_uncertainty_score":0.1427909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067119653580066,"score_gpt":0.3092196916653038,"score_spread":0.2885484951295031,"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."}}