{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00874992,0.0006305084,0.0006946169,0.002093022,0.001164041,0.0008678164,0.001244633,0.0009540697,0.001590883],"category_scores_gemma":[0.01106425,0.0004588431,0.0003878826,0.0007148266,0.0005875136,0.001461535,0.0006125391,0.0006455809,0.0006638596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471537,"about_ca_system_score_gemma":0.0009639545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007610506,"about_ca_topic_score_gemma":0.03427581,"domain_scores_codex":[0.9943527,0.002833421,0.0009743243,0.0005025602,0.001117064,0.0002198722],"domain_scores_gemma":[0.9916992,0.004691076,0.001050058,0.0003939599,0.00167014,0.0004956732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001334225,0.0005985236,0.3699482,0.002791434,0.0001120184,0.003406721,0.00339523,0.003302909,0.08098672,0.00290963,0.01073285,0.5204815],"study_design_scores_gemma":[0.0001324773,0.004850653,0.8693266,0.001819809,0.0002506122,0.008088267,0.008914199,0.01182804,0.03641453,0.004291719,0.05395157,0.0001316048],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6758423,0.02220494,0.2521988,0.008843542,0.001051278,0.01096908,0.003340634,0.000610627,0.02493869],"genre_scores_gemma":[0.5246152,0.008481523,0.4542712,0.001626316,0.0005665951,0.003746885,0.001663642,0.00009290563,0.004935784],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00874992,"threshold_uncertainty_score":0.04627454,"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."}}