{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01970063,0.0007152652,0.0005413317,0.001507375,0.0004621238,0.001227998,0.0008389529,0.0006871144,0.0006466564],"category_scores_gemma":[0.02144496,0.0004110922,0.000787973,0.0005474391,0.000864532,0.0007074596,0.0006610132,0.0007784264,0.0001168904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279267,"about_ca_system_score_gemma":0.0005398983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095031,"about_ca_topic_score_gemma":0.007980294,"domain_scores_codex":[0.993453,0.005065885,0.0001695302,0.0006270519,0.0004108815,0.0002737053],"domain_scores_gemma":[0.9852555,0.01141189,0.001561854,0.0005126803,0.001020614,0.0002374192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002181145,0.0002797978,0.8963351,0.00007938119,0.0008134365,0.0002575166,0.00162485,0.04669436,0.004420277,0.00150987,0.000296194,0.04550797],"study_design_scores_gemma":[0.0001307389,0.001482725,0.4469904,0.0001083282,0.0005434527,0.0005428139,0.00103822,0.5424191,0.003090052,0.002730542,0.0008194587,0.0001041622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851362,0.0002079547,0.01393589,0.00008592542,0.000008651064,0.00004207622,0.0001177506,0.00002762833,0.0004379719],"genre_scores_gemma":[0.9947585,0.00004159286,0.004818643,0.00002307844,0.000003977383,0.0000266557,0.0002145973,0.000004101139,0.0001087258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01970063,"threshold_uncertainty_score":0.1041881,"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."}}