{"id":"W4321003199","doi":"10.1093/lambio/ovac057","title":"Evaluating iQ-CheckTM real-time PCR to detect <i>Salmonella</i> from poultry environmental samples in Fraser Valley, British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"Letters in Applied Microbiology","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture","funders":"Landbruks- og matdepartementet","keywords":"Salmonella; Turnaround time; Poultry farming; Livestock; Veterinary medicine; Biology; Biotechnology; Environmental health; Environmental science; Ecology; Operations management; Bacteria; Medicine; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005879915,0.0002287775,0.0005532837,0.00002277927,0.0002430294,0.00004056725,0.0005903622,0.0001653207,0.003422419],"category_scores_gemma":[0.00003465462,0.00019637,0.00007613235,0.0002842115,0.00009527088,0.0000194594,0.0004850436,0.000467558,0.00004191729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005148993,"about_ca_system_score_gemma":0.00003640396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8650033,"about_ca_topic_score_gemma":0.9055314,"domain_scores_codex":[0.9969847,0.0005628873,0.0005999202,0.0009330442,0.0001265499,0.0007928911],"domain_scores_gemma":[0.9987606,0.0008270363,0.0001560078,0.0001440782,0.000004264837,0.0001080164],"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":[0.00005749182,0.00004222695,0.1526428,0.000001490249,0.00001353689,0.00006192256,0.00004219221,0.0002460344,0.8256921,4.354486e-7,0.0100507,0.01114906],"study_design_scores_gemma":[0.001637715,0.0003664477,0.9356681,0.00002566285,0.00002706129,0.0001128893,0.001810248,0.00002953004,0.006100801,0.0004699603,0.0524798,0.001271742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966981,0.0001112391,0.0000017283,0.001237601,0.0002311748,0.0005281862,0.0009441049,0.00003863786,0.0002091642],"genre_scores_gemma":[0.9807203,0.00002885623,0.0007611013,0.01665131,0.0001553619,0.00023216,0.00135322,0.000006171299,0.00009144696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8195913,"threshold_uncertainty_score":0.9974886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402602437967491,"score_gpt":0.2013962158698584,"score_spread":0.1873701914901835,"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."}}