{"id":"W4282920395","doi":"10.1186/s13071-022-05297-5","title":"Culicoides species community composition and feeding preferences in two aquatic ecosystems in northern Spain","year":2022,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Agencia Estatal de Investigación; Eusko Jaurlaritza","keywords":"Ceratopogonidae; Biology; Culicoides; Abundance (ecology); Ecology; Species richness; DNA barcoding; Zoology","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":[0.0004593026,0.0001480568,0.0002270624,0.00004970617,0.000378283,0.00008220767,0.0002405308,0.00002185947,0.0001923906],"category_scores_gemma":[0.00006420647,0.00007608794,0.00004448741,0.0005120485,0.00005397008,0.0001458811,0.0001504686,0.0002653039,0.00001079255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193426,"about_ca_system_score_gemma":0.000008491951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02550003,"about_ca_topic_score_gemma":0.3317639,"domain_scores_codex":[0.9983343,0.0007426742,0.0002495802,0.0002124551,0.0002076192,0.0002533617],"domain_scores_gemma":[0.9991737,0.0006037593,0.000090592,0.00005259796,0.000013094,0.00006626618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003249358,0.0001707947,0.9336067,0.00001177206,0.000005653373,0.000006117283,0.0006391297,0.0001327413,0.06395336,0.00008352115,0.00001200832,0.001345698],"study_design_scores_gemma":[0.000142739,0.0001969504,0.9944247,0.00003649502,0.000006721473,0.000004820798,0.003736674,0.0005315799,0.0003461853,0.0002380625,0.0001656191,0.0001694458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984735,0.0005813802,2.383632e-7,0.0001541914,0.00004322626,0.0002467495,0.00003969608,0.00004704597,0.0004139479],"genre_scores_gemma":[0.9996695,0.00002347735,0.00000741515,0.00005754476,0.00005375626,0.00006273857,0.0001092831,0.000001531086,0.00001474542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062638,"threshold_uncertainty_score":0.9809893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428508988993505,"score_gpt":0.2568137958884263,"score_spread":0.2225287059984913,"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."}}