{"id":"W3157259180","doi":"10.3390/insects12050401","title":"Validation of an Effective Protocol for Culicoides Latreille (Diptera: Ceratopogonidae) Detection Using eDNA Metabarcoding","year":2021,"lang":"en","type":"article","venue":"Insects","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Canadian Food Inspection Agency; University of Guelph","funders":"Canadian Food Inspection Agency; University of Guelph","keywords":"Ceratopogonidae; Biology; Culicoides; Taxon; Zoology; Subgenus; Ecology; Taxonomy (biology)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.009635517,0.00159273,0.001427295,0.002231616,0.001375664,0.001077427,0.001971414,0.001634731,0.001733439],"category_scores_gemma":[0.01128563,0.001287925,0.001097919,0.001154359,0.001851526,0.0008510448,0.001488957,0.001940517,0.00266441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007093925,"about_ca_system_score_gemma":0.002215022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00397878,"about_ca_topic_score_gemma":0.009642677,"domain_scores_codex":[0.9879126,0.003104099,0.001829891,0.002985454,0.003348887,0.0008191445],"domain_scores_gemma":[0.9935619,0.001654604,0.0006713372,0.0009827972,0.002865181,0.00026415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001926589,0.000187327,0.002675988,0.0005224688,0.00003528932,0.000168283,0.0005606919,0.000367397,0.9841962,0.0003759731,0.000402294,0.01031549],"study_design_scores_gemma":[0.0001579927,0.002518189,0.01987013,0.0003091845,0.0003415637,0.001300918,0.0005239294,0.008570341,0.940726,0.0004696749,0.02504942,0.0001626021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2370786,0.001915243,0.7278748,0.0004671742,0.0004941113,0.02144067,0.003550526,0.001994346,0.005184453],"genre_scores_gemma":[0.1024447,0.001665337,0.866697,0.0006454958,0.00008109727,0.01260327,0.01180991,0.0004775178,0.003575599],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009635517,"threshold_uncertainty_score":0.0509581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604015960145213,"score_gpt":0.3026193566937126,"score_spread":0.2565791970922605,"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."}}