{"id":"W3095112018","doi":"10.1093/jisesa/ieaa025","title":"Sampling Considerations for Adult and Immature Culicoides (Diptera: Ceratopogonidae)","year":2020,"lang":"en","type":"article","venue":"Journal of Insect Science","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biology; Ceratopogonidae; Sampling (signal processing); Ecology; Habitat; Culicoides; Larva","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":[0.0002166706,0.00008465266,0.0001482826,0.00001773116,0.0004012807,0.0002592026,0.0001872606,0.00003061496,0.00005937729],"category_scores_gemma":[0.002121237,0.00003237369,0.00007745937,0.0003295166,0.0001745589,0.0004900859,0.00004395875,0.0001071621,0.000001982358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001683827,"about_ca_system_score_gemma":0.0000651267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001412226,"about_ca_topic_score_gemma":0.00004184417,"domain_scores_codex":[0.9991472,0.00001953985,0.000243203,0.0001677987,0.0002447942,0.0001774588],"domain_scores_gemma":[0.9986953,0.0002996358,0.0001693236,0.00002149858,0.0005716427,0.0002426316],"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":[0.00006441783,0.00002291181,0.003474204,0.000008182659,0.000005825279,0.000006092104,0.0002527357,0.00001380733,0.9914095,0.001321875,0.0008007191,0.002619764],"study_design_scores_gemma":[0.0004780054,0.001917207,0.9466936,0.00008329647,0.00004510314,0.0001768494,0.001279471,0.0007518677,0.03895196,0.006155741,0.003150792,0.0003160997],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894391,0.0003618029,0.00005560154,0.009850432,0.00007781196,0.00009988894,0.00002365741,0.00001268641,0.00007904012],"genre_scores_gemma":[0.9925655,0.00005281594,0.002202481,0.004826725,0.0003462629,0.000001918329,5.999901e-7,5.967024e-7,0.00000308294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9524575,"threshold_uncertainty_score":0.3086367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06054036032095807,"score_gpt":0.2642923678696598,"score_spread":0.2037520075487017,"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."}}