{"id":"W4313435953","doi":"10.1017/s0950268822001509","title":"Integrated surveillance of extended-spectrum beta-lactamase (ESBL)-producing <i>Salmonella</i> and <i>Escherichia coli</i> from humans and animal species raised for human consumption in Canada from 2012 to 2017","year":2022,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Public Health Agency of Canada","funders":"","keywords":"Beta-lactamase; Genotype; Antibiotic resistance; Escherichia coli; Biology; Salmonella; Polymerase chain reaction; Microbiology; Antimicrobial; Antibiotics; Veterinary medicine; Gene; Bacteria; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006545213,0.0001576526,0.0003915874,0.00004250433,0.0001946917,0.000006912972,0.00005635555,0.0001002133,0.0000475225],"category_scores_gemma":[0.000239622,0.0001628058,0.00002809177,0.00005385842,0.000134541,0.00001133113,0.00009456705,0.0001491085,1.918673e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000633781,"about_ca_system_score_gemma":0.00007552104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2298641,"about_ca_topic_score_gemma":0.5169931,"domain_scores_codex":[0.9984748,0.0003835231,0.0003867641,0.0004940612,0.00004199039,0.0002188439],"domain_scores_gemma":[0.9992874,0.0002231213,0.000212556,0.0001853138,0.00002653761,0.00006508594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003371433,0.00001630277,0.6057369,0.00001476396,0.00002918057,7.976379e-7,0.00003600408,0.00004353442,0.3923685,0.00007652291,0.001267003,0.00007342533],"study_design_scores_gemma":[0.0006203065,0.0003203868,0.9762426,0.00001396255,0.00001545579,0.000003054029,0.00008028113,0.00008140181,0.01761272,0.0002944638,0.004549485,0.0001658739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996677,0.001500311,0.0006217382,0.0002805309,0.0002004202,0.0002972353,0.0003647287,0.000006631506,0.00005136597],"genre_scores_gemma":[0.998017,0.0006702134,0.0003520347,0.0002904753,0.00009078442,0.00002514079,0.0004853787,0.00001243777,0.0000565944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3747557,"threshold_uncertainty_score":0.7752643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795364028127396,"score_gpt":0.2720036466598425,"score_spread":0.2440500063785686,"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."}}