{"id":"W4380675318","doi":"10.2139/ssrn.4479754","title":"Accuracy of Testing Strategies Using Elisa Tests on Repeated Bulk Tank Milk Samples And/Or Sera of Individual Animals for Predicting Herd Status for Salmonella Dublin in Dairy Cattle","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Herd; Bulk tank; Salmonella; Dairy cattle; Veterinary medicine; Animal science; Biology; Medicine; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01401521,0.001152992,0.0007304452,0.001771816,0.0003309141,0.001620712,0.001117678,0.001663764,0.0005003909],"category_scores_gemma":[0.02897503,0.0004386337,0.0006576925,0.0007167353,0.0006567511,0.001296483,0.0005752802,0.000681325,0.0004683856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006076075,"about_ca_system_score_gemma":0.0007039832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007382978,"about_ca_topic_score_gemma":0.007410119,"domain_scores_codex":[0.9954306,0.001884201,0.000389382,0.001149995,0.0008284157,0.0003174629],"domain_scores_gemma":[0.9664588,0.02753403,0.001425539,0.001592036,0.002528362,0.0004612601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008486712,0.0001585131,0.9492792,0.00009321665,0.0004278685,0.00004243536,0.0001732548,0.007374449,0.004811403,0.00007363496,0.0001981681,0.03651918],"study_design_scores_gemma":[0.00007908204,0.001958028,0.796691,0.0001282911,0.001040901,0.0005171246,0.0006147514,0.1843617,0.01294574,0.001051997,0.0005580013,0.00005340329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902834,0.0009524401,0.00709601,0.00008755336,0.00003975826,0.00002412836,0.0004191014,0.00008676801,0.001010776],"genre_scores_gemma":[0.9956396,0.0002262457,0.003545751,0.00004140448,0.00001064581,0.000007441844,0.0003570942,0.000008850599,0.000162927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01401521,"threshold_uncertainty_score":0.0741204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153408229485131,"score_gpt":0.3424355332057303,"score_spread":0.1890273037205993,"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."}}