{"id":"W2963997930","doi":"10.3389/fvets.2019.00258","title":"Comparison of Two Rift Valley Fever Serological Tests in Cameroonian Cattle Populations Using a Bayesian Latent Class Approach","year":2019,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Science Centre for Human and Animal Health","funders":"Biotechnology and Biological Sciences Research Council; Wellcome Trust; Wellcome","keywords":"Rift Valley fever; Livestock; Latent class model; Population; Serology; Veterinary medicine; Credible interval; Epidemiology; Gold standard (test); Outbreak; Medicine; Biology; Demography; Virology; Confidence interval; Statistics; Immunology; Environmental health; Antibody; Internal medicine; Ecology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003612659,0.0001164576,0.0003443332,0.0005657008,0.00007592353,0.00001585103,0.0001605435,0.00006731124,0.00002422826],"category_scores_gemma":[0.00003932773,0.0001010108,0.00004942307,0.001304516,0.0003108009,0.0002772262,0.00008535044,0.0002332785,0.000003715878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284012,"about_ca_system_score_gemma":0.0001375395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004844547,"about_ca_topic_score_gemma":0.00002887206,"domain_scores_codex":[0.9987192,0.00006060351,0.0003200088,0.0003437277,0.0002438294,0.0003126467],"domain_scores_gemma":[0.999501,0.00001088246,0.0000866095,0.0002677242,0.00004092603,0.00009278151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004115261,0.0003200146,0.9734879,0.00002946906,0.000003430264,0.000007930433,0.0003847566,0.01292498,0.0122963,0.00008302114,0.00003699232,0.0003841161],"study_design_scores_gemma":[0.0005452905,0.0007633797,0.7436044,0.00006193239,0.000007492608,0.00005047633,0.0002896795,0.2544243,0.00005421312,0.00004603572,0.00005950399,0.0000932221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912937,0.00007940992,0.006630146,0.00005300734,0.00058879,0.0003487605,0.000002356037,0.00001765953,0.00098614],"genre_scores_gemma":[0.9552561,0.000002310988,0.04459978,0.0000353902,0.00001559425,0.00000592353,0.000004204064,0.000007350965,0.00007332467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2414993,"threshold_uncertainty_score":0.4119102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056667481168527,"score_gpt":0.3875868966431704,"score_spread":0.2819201485263176,"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."}}