{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005483715,0.0003305451,0.0002639747,0.001416221,0.0009083079,0.0007866885,0.001007319,0.0003342104,0.0007436207],"category_scores_gemma":[0.001757078,0.0003680016,0.0001771332,0.002075532,0.0005882171,0.0003157369,0.0005647821,0.0005029641,0.0001793037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0122593,"about_ca_system_score_gemma":0.01122699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.939458,"about_ca_topic_score_gemma":0.9581202,"domain_scores_codex":[0.9993211,0.00006096667,0.00003191865,0.0001342537,0.0003075147,0.0001442457],"domain_scores_gemma":[0.9988804,0.00005402808,0.0002180318,0.00002960941,0.0005290777,0.0002887818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004387444,0.00002774523,0.9920602,0.00004653835,0.00004245394,0.0001928279,0.0003720848,0.0001663988,0.0009949616,0.00002294282,0.0007162307,0.005313871],"study_design_scores_gemma":[0.000007692365,0.00004569433,0.9990124,0.000007943507,0.00001017939,0.0001060219,0.0002091813,0.0001234064,0.00009577582,0.000004691132,0.0003731566,0.00000406692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957425,0.0006939617,0.0002782083,0.0001496478,0.000007415917,0.00006798369,0.002208835,0.00003934815,0.000812165],"genre_scores_gemma":[0.9959871,0.0005575486,0.0006424436,0.0002102821,0.00001049386,0.00002840084,0.001892111,0.000005651067,0.0006659197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.939458,"threshold_uncertainty_score":0.1217971,"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."}}