{"id":"W2025589192","doi":"10.1371/journal.pone.0089633","title":"Seasonal Variation and Impact of Waste-Water Lagoons as Larval Habitat on the Population Dynamics of Culicoides sonorensis (Diptera:Ceratpogonidae) at Two Dairy Farms in Northern California","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Abundance (ecology); Livestock; Habitat; Marsh; Ceratopogonidae; Ecology; Population; Wetland; Agriculture; Culicoides; Biology; Geography; Fishery; Environmental science","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":[0.0001622284,0.0001179548,0.000199852,0.00001666313,0.00008094192,0.00002466906,0.00009095154,0.00004917511,0.0001021132],"category_scores_gemma":[0.0001158569,0.00003959352,0.00007779427,0.0001114953,0.00004868854,0.00007640281,0.00005811927,0.00006380806,0.00001895433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007834195,"about_ca_system_score_gemma":0.000005868571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003454838,"about_ca_topic_score_gemma":0.04096738,"domain_scores_codex":[0.9990838,0.0001320613,0.0002035826,0.0001771288,0.000239465,0.0001639737],"domain_scores_gemma":[0.9995292,0.0001789939,0.00009820701,0.00005988796,0.00007782954,0.00005588549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001334702,0.0003387981,0.8063735,0.00001279704,0.00004544265,3.857168e-7,0.00009487874,0.0001178107,0.1913068,0.0001530278,0.000003100807,0.001419945],"study_design_scores_gemma":[0.0001626201,0.0004417734,0.9865257,0.00004788634,0.00004308679,5.387969e-7,0.00004581548,0.007492796,0.004461092,0.0006860181,0.000001390119,0.00009127998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987682,0.00001882284,8.791254e-7,0.0007662987,0.000007031551,0.0001742261,0.0001928877,0.00001372159,0.00005790735],"genre_scores_gemma":[0.9995681,0.00000824055,0.00002734301,0.00006976505,0.00005769434,0.000007864955,0.0002462104,0.000001979818,0.00001281751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1868457,"threshold_uncertainty_score":0.9765325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928897611959507,"score_gpt":0.2142272225176006,"score_spread":0.1949382463980055,"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."}}