{"id":"W2059231004","doi":"10.3201/eid1303.060447","title":"Population-based Laboratory Surveillance for AmpC β-Lactamase–producing Escherichia coli, Calgary","year":2007,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Calgary Laboratory Services","keywords":"Cefoxitin; Escherichia coli; Microbiology; Multiplex polymerase chain reaction; Biology; Population; Polymerase chain reaction; Medicine; Bacteria; Gene; Staphylococcus aureus; Genetics","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":[0.0003086482,0.000211337,0.0001969913,0.00006722931,0.0002287868,0.00004185534,0.000120301,0.0001106184,0.00002955779],"category_scores_gemma":[0.0006132174,0.000227893,0.0001234694,0.0001942244,0.00005651126,0.00000863757,0.00003124273,0.00006417537,0.000004485119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006072179,"about_ca_system_score_gemma":0.0001458113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113142,"about_ca_topic_score_gemma":0.0003144105,"domain_scores_codex":[0.9986641,0.00005901383,0.0002913108,0.000470746,0.0001349079,0.0003798544],"domain_scores_gemma":[0.9990276,0.00008018352,0.0001608678,0.0004121345,0.0001825076,0.0001367624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001692038,0.0001069648,0.9216121,0.00009068124,0.00004724837,0.000003163291,0.000009761045,0.0003941645,0.07551133,0.00004308423,0.001536607,0.0004756242],"study_design_scores_gemma":[0.0006925931,0.000125287,0.9724323,0.00002909031,0.00003041692,8.539014e-7,0.00001927544,0.0001792331,0.0160143,0.00003929365,0.01007564,0.000361739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793501,0.0005904437,0.01865433,0.00004370897,0.0006139995,0.0003456388,0.0001016317,0.0001037358,0.0001963353],"genre_scores_gemma":[0.9973638,0.00002029913,0.0008231246,0.0004179674,0.0006094312,0.0000229519,0.0005647317,0.00005425119,0.0001234186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05949702,"threshold_uncertainty_score":0.9293206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004779874652356063,"score_gpt":0.2501968787485438,"score_spread":0.2454170040961877,"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."}}