{"id":"W3181684270","doi":"10.21423/aabppro20084476","title":"Evaluation of Bacteriological Culture for the Diagnosis of Clinical Salmonellosis in Dairy Cattle Using a Latent Class Model","year":2008,"lang":"en","type":"article","venue":"American Association of Bovine Practitioners Conference Proceedings","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Feces; Gold standard (test); Dairy cattle; Microbiological culture; Medicine; Veterinary medicine; Biology; Microbiology; Internal medicine; Animal science; 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":[0.01505771,0.001007792,0.001357043,0.001295455,0.0006064533,0.001434487,0.001211724,0.001166081,0.001169989],"category_scores_gemma":[0.01399566,0.0004104369,0.001415561,0.0004761726,0.00110589,0.001267537,0.0008151407,0.001409976,0.0003802427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950597,"about_ca_system_score_gemma":0.001991424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019529,"about_ca_topic_score_gemma":0.007978059,"domain_scores_codex":[0.9957752,0.002662834,0.0001597716,0.0005100617,0.0004841761,0.0004079954],"domain_scores_gemma":[0.9779792,0.01885063,0.001154251,0.0005110072,0.001008045,0.0004968761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.008677105,0.003304652,0.328553,0.0004010378,0.001320296,0.0004687369,0.0007618573,0.4856269,0.02657812,0.01122033,0.001063116,0.1320249],"study_design_scores_gemma":[0.00004658353,0.000936903,0.01516351,0.00001947567,0.0001216013,0.00009603026,0.00006678996,0.9800624,0.00161641,0.001690307,0.0001505567,0.00002934327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8063384,0.0006709109,0.190589,0.0004616696,0.00006780562,0.0001776939,0.0002212858,0.0002844452,0.00118873],"genre_scores_gemma":[0.9878119,0.0001538104,0.01104795,0.00004634409,0.00002366907,0.00005958582,0.0001965592,0.00001833617,0.0006418619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01505771,"threshold_uncertainty_score":0.07963377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1746148608476098,"score_gpt":0.3650995935569422,"score_spread":0.1904847327093324,"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."}}