{"id":"W4319598479","doi":"10.3390/pathogens12020278","title":"Temporal Study of Salmonella enterica Serovars Isolated from Environmental Samples from Ontario Poultry Breeder Flocks between 2009 and 2018","year":2023,"lang":"en","type":"article","venue":"Pathogens","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada); University of Guelph","funders":"Ministry of Agriculture, Food and Rural Affairs; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Flock; Serotype; Salmonella enterica; Salmonella; Biology; Veterinary medicine; Virology; Medicine; Ecology; Bacteria","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":[0.000171477,0.0002222732,0.0004580189,0.00001893053,0.0001335031,0.00002143699,0.0002184067,0.0001649735,0.0006956276],"category_scores_gemma":[0.00001774703,0.0001047298,0.00008981719,0.0001633537,0.00007638985,0.00005362892,0.0002081339,0.0001451542,0.00007889009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003365866,"about_ca_system_score_gemma":0.000006133087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09791183,"about_ca_topic_score_gemma":0.0198323,"domain_scores_codex":[0.9983322,0.0002135478,0.0004176822,0.0005366472,0.0001707208,0.0003291868],"domain_scores_gemma":[0.9991203,0.0004485432,0.0001600667,0.0001228049,0.00001015811,0.0001381504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004013527,0.0001192776,0.8130568,6.708166e-7,0.00007432809,0.00001294262,0.0008734168,0.000001525255,0.181253,1.422306e-7,0.0004244512,0.004143342],"study_design_scores_gemma":[0.0003018327,0.0005342138,0.9930994,0.000008056942,0.00006657643,0.000001885131,0.003832272,0.00002129973,0.0001927743,0.0001828984,0.001557732,0.000201088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973091,0.0001465943,0.000004237331,0.0001009704,0.0001263997,0.0002383344,0.00196231,0.00006950261,0.00004257372],"genre_scores_gemma":[0.9979216,0.00004930936,0.00007746886,0.00008727823,0.0002074709,0.000009337507,0.00149238,0.000002900855,0.000152244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1810602,"threshold_uncertainty_score":0.9980532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04286870434621368,"score_gpt":0.2248091442081893,"score_spread":0.1819404398619756,"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."}}