{"id":"W2142401286","doi":"10.1086/604713","title":"A Multinational Survey of Risk Factors for Infection with Extended‐Spectrum β‐Lactamase–Producing Enterobacteriaceae in Nonhospitalized Patients","year":2009,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":463,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Medicine; Enterobacteriaceae; Ciprofloxacin; Microbiology; Trimethoprim; Infection control; Gentamicin; Antibiotics; Internal medicine; Biology; Intensive care medicine; Escherichia coli","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003900993,0.0002019353,0.0003536245,0.00007350356,0.00006396957,0.00002647352,0.00009623581,0.0001470678,0.00001263113],"category_scores_gemma":[0.003671067,0.0001716903,0.0001649953,0.0001485302,0.0001284377,0.00001670491,0.00003361583,0.00009523476,0.000001008309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003494319,"about_ca_system_score_gemma":0.00008791655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002972193,"about_ca_topic_score_gemma":0.001100673,"domain_scores_codex":[0.9982474,0.0002934973,0.0005975703,0.0005056225,0.0001239971,0.0002318416],"domain_scores_gemma":[0.998631,0.0002797238,0.0004341764,0.0003077261,0.0002473214,0.0001000539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007190034,0.001747016,0.9963258,0.00002000234,0.00006161087,3.59854e-7,0.00001351154,0.00005666672,0.0002337758,0.0000132434,0.00006694126,0.0007420483],"study_design_scores_gemma":[0.002799356,0.001954105,0.9941787,0.00004388982,0.00004726328,2.462512e-7,0.000005049083,0.00002744557,0.0005534365,0.0001343136,0.00005546827,0.0002007172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976897,0.00003310057,0.0009973493,0.000008286051,0.0002744279,0.0005143075,0.0004294962,0.00002267742,0.00003064643],"genre_scores_gemma":[0.998485,0.0001195887,0.00008259055,0.00003934068,0.00009310648,0.00001245148,0.001133533,0.00002110528,0.00001332606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003280968,"threshold_uncertainty_score":0.7001327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142254500817018,"score_gpt":0.31022293989405,"score_spread":0.2959974898123482,"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."}}