{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007269085,0.0002513478,0.0007585001,0.0004865312,0.00004611839,0.00001445416,0.0001620084,0.0001068424,0.00006533211],"category_scores_gemma":[0.00007219883,0.0001518457,0.0001960662,0.0007006281,0.0002334901,0.0001857793,0.00003082036,0.0001936125,0.000002898561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006769717,"about_ca_system_score_gemma":0.0005263702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115022,"about_ca_topic_score_gemma":0.0006129579,"domain_scores_codex":[0.9979125,0.0001973206,0.001076378,0.0002712548,0.0002027015,0.0003398445],"domain_scores_gemma":[0.9985563,0.00022044,0.0005461347,0.0003450846,0.0002181434,0.0001139199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003515793,0.03901413,0.3781473,0.0001234105,0.0002249303,0.0001044993,0.00245911,0.00005728736,0.5654648,0.000002260529,0.008063773,0.002822737],"study_design_scores_gemma":[0.01235296,0.02754726,0.8008205,0.0006707114,0.0001093784,0.0007263368,0.0002679917,0.00001965285,0.1358571,0.00001767257,0.02131515,0.0002953146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848945,0.00004391127,0.0001870048,0.01330945,0.00008573377,0.001254338,0.00002744715,0.00001268352,0.0001849487],"genre_scores_gemma":[0.9971597,0.0004875612,0.001275221,0.0006957282,0.0000761702,0.00001071815,0.00000224738,0.00002563893,0.0002669882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296077,"threshold_uncertainty_score":0.619209,"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."}}