{"id":"W6911975737","doi":"10.5281/zenodo.15388944","title":"Culicoides","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Subgenus; Ceratopogonidae; Culicoides; Taxonomy (biology); Taxon","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":[0.00009351055,0.0005488871,0.0001587365,0.001077939,0.0006352303,0.0002980019,0.0002272051,0.0001551376,0.01290672],"category_scores_gemma":[0.0001713887,0.00008664701,0.0000917381,0.0004937262,0.0001573117,0.0002760042,0.0003450122,0.0002011844,0.002422566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009271606,"about_ca_system_score_gemma":0.0003804847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03061122,"about_ca_topic_score_gemma":0.04885334,"domain_scores_codex":[0.9999005,0.000009487802,0.000007413983,0.00003941201,0.00001808138,0.00002513091],"domain_scores_gemma":[0.999891,0.000007938516,0.00005089847,0.00000750366,0.00002449399,0.00001815191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001197676,0.000312094,0.2731808,0.00122053,0.000182365,0.001406022,0.00170701,0.0005456544,0.09691261,0.007448875,0.04658404,0.5693024],"study_design_scores_gemma":[0.0000483463,0.0003071064,0.7574122,0.0003191175,0.0001254334,0.002519405,0.0009007693,0.0004984788,0.005975687,0.0007291971,0.231148,0.00001629463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6677679,0.02588954,0.003423561,0.0008830298,0.0003344389,0.0007120533,0.03333357,0.0007513985,0.2669047],"genre_scores_gemma":[0.9217685,0.005279633,0.005156553,0.0005717773,0.00005876739,0.0002132785,0.01557302,0.00002312719,0.05135521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03061122,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03057245238296695,"score_gpt":0.235031891392089,"score_spread":0.204459439009122,"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."}}