{"id":"W2546434131","doi":"10.1371/journal.pone.0165806","title":"A Deterministic Model to Quantify Risk and Guide Mitigation Strategies to Reduce Bluetongue Virus Transmission in California Dairy Cattle","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Fogarty International Center; Science and Technology Directorate; National Institute of Food and Agriculture; National Institutes of Health; U.S. Department of Agriculture; U.S. Department of Homeland Security","keywords":"Culicoides; Dairy cattle; Transmission (telecommunications); Biology; Vector (molecular biology); Veterinary medicine; Cattle Diseases; Biosecurity; Ceratopogonidae; Ecology; Virology; Animal science; Medicine","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":[0.00009603625,0.0001177848,0.0001572661,0.00002210683,0.00008262906,0.00005068818,0.0001230753,0.00005684786,0.00006934862],"category_scores_gemma":[0.0001679016,0.00004484754,0.00002739394,0.0001721818,0.00003126206,0.0001235488,0.00003664015,0.00004544378,0.00008505036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003071036,"about_ca_system_score_gemma":0.00002265275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007487721,"about_ca_topic_score_gemma":0.002380355,"domain_scores_codex":[0.9990389,0.00005541446,0.0001987626,0.000310329,0.0001819048,0.0002147129],"domain_scores_gemma":[0.9995235,0.000120316,0.00003704366,0.00005410321,0.0000469998,0.0002179994],"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":[0.00009189809,0.0002299402,0.004197553,0.00001338854,0.000007338089,0.000002992025,0.000125568,0.00003384494,0.9783928,0.00004113964,0.0000973967,0.01676614],"study_design_scores_gemma":[0.0003044076,0.0007105554,0.8310869,0.0005134029,0.00008339804,0.000001394752,0.0002852957,0.002362932,0.1623113,0.001520179,0.0004109244,0.0004092314],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976137,0.00008352773,0.0001453852,0.001326893,0.000006087699,0.0002796022,0.0003815203,0.00004652594,0.0001167635],"genre_scores_gemma":[0.9985254,0.00009284214,0.001001205,0.0001566806,0.00005080274,0.00004461144,0.00001196731,0.000001838294,0.0001145938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8268894,"threshold_uncertainty_score":0.182883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05459883979009385,"score_gpt":0.2640067145234866,"score_spread":0.2094078747333928,"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."}}