{"id":"W2023593438","doi":"10.1016/j.vaccine.2010.03.052","title":"Universal indirect enzyme-linked immunosorbent assay for monitoring of human and animal brucellosis in Kazakhstan","year":2010,"lang":"en","type":"article","venue":"Vaccine","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Brucellosis; Serology; Brucellaceae; Zoonosis; Brucella; Veterinary medicine; Biology; Brucella abortus; Virology; Antibody; Brucella melitensis; Medicine; Immunology","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":[0.0007324492,0.0002567866,0.0005664729,0.0002476036,0.00009760151,0.00001327282,0.0002059839,0.0002445745,0.0001066051],"category_scores_gemma":[0.0002089815,0.0002483638,0.0001095843,0.0001631589,0.00002972274,0.0001052766,0.0001297526,0.0003120807,0.00000726451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176917,"about_ca_system_score_gemma":0.00002665273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009679312,"about_ca_topic_score_gemma":0.0003679059,"domain_scores_codex":[0.9983935,0.0001624373,0.0005306815,0.0004264654,0.0001002089,0.0003867109],"domain_scores_gemma":[0.9984227,0.0007957137,0.0002320499,0.0003872411,0.0000663942,0.00009593061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004543464,0.0002886699,0.5573084,0.00005428538,0.0001015347,0.00003363354,0.000318794,0.000002586037,0.4394765,0.0003719713,0.0003544479,0.001234855],"study_design_scores_gemma":[0.003383447,0.001780162,0.898623,0.00008245335,0.00009014842,0.00002408353,0.0002475787,0.0001095767,0.09410784,0.0002555053,0.001039156,0.0002570611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974778,0.000749225,0.00000902673,0.0005092998,0.0003443728,0.0005668857,0.0000391858,0.00006572291,0.0002384558],"genre_scores_gemma":[0.9972733,0.0001201912,0.002171122,0.00002184585,0.0001844287,0.00008345633,0.00002507463,0.00004481572,0.00007581218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3453686,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05582920578584866,"score_gpt":0.3418963622899787,"score_spread":0.2860671565041301,"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."}}