{"id":"W2155913106","doi":"10.1016/j.vetmic.2007.05.012","title":"Evaluation of three serological tests for brucellosis in naturally infected cattle using latent class analysis","year":2007,"lang":"en","type":"article","venue":"Veterinary Microbiology","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Food Inspection Agency","funders":"Yükseköğretim Kurulu; Council for Higher Education","keywords":"Serology; Brucellosis; Gold standard (test); Veterinary medicine; Bovine brucellosis; Biology; Population; Brucella abortus; Diagnostic test; Latent class model; Antibody; Medicine; Immunology; Internal medicine; Mathematics; Statistics; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004317332,0.0003881214,0.0009950828,0.0007354008,0.00008487648,0.000007905323,0.0003103114,0.0006936545,0.0002054251],"category_scores_gemma":[0.0006104452,0.0003450407,0.0004094971,0.0008114932,0.0002795587,0.00007888076,0.0002193331,0.0002709426,0.00002209461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006697561,"about_ca_system_score_gemma":0.00009921388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006777992,"about_ca_topic_score_gemma":0.001754711,"domain_scores_codex":[0.9961725,0.001039573,0.001103983,0.0007891899,0.000132533,0.0007622181],"domain_scores_gemma":[0.9968044,0.001636798,0.0004878089,0.0005361435,0.0004477481,0.00008712598],"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":[0.001085311,0.0005709784,0.2135851,0.00003981791,0.00102277,0.00006920609,0.00009018788,0.002501255,0.7794007,0.00003402458,0.000102758,0.001497869],"study_design_scores_gemma":[0.003304128,0.006054742,0.9641824,0.00005219545,0.002348979,0.0007271064,0.00003640177,0.009790136,0.01204844,0.0005358946,0.0003789532,0.0005406416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961323,0.001133576,0.0007052033,0.0001897072,0.0003697018,0.001189448,0.0001448406,0.0000671072,0.00006809874],"genre_scores_gemma":[0.9931208,0.00002828613,0.006031243,0.0002159711,0.00006042391,0.0001246691,0.0003802951,0.0000330186,0.000005275899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7673523,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2501170990671973,"score_gpt":0.4218374616012289,"score_spread":0.1717203625340317,"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."}}