{"id":"W6968310149","doi":"10.5281/zenodo.15388953","title":"Culicoides Latreille 1809","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; Culicoides; Ceratopogonidae; Taxonomy (biology); 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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001853898,0.00009539591,0.0000957861,0.00003519792,0.001579715,0.0004693501,0.0006598032,0.00004339755,0.01731784],"category_scores_gemma":[0.0003664151,0.00004819632,0.00006016974,0.0006273374,0.00008575019,0.0001412661,0.0006411343,0.0001057958,0.004571306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004918064,"about_ca_system_score_gemma":0.000001359647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004969143,"about_ca_topic_score_gemma":0.000003284779,"domain_scores_codex":[0.9989916,0.0001494972,0.0001390167,0.0002927156,0.0001741425,0.0002530413],"domain_scores_gemma":[0.9994918,0.00003332754,0.00003891635,0.00009794455,0.0002312232,0.000106808],"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":[0.00007326205,0.0002124997,0.0001145623,0.00002658129,0.00003954013,0.0000106765,0.0000999743,0.000007667928,0.1218055,0.01603363,0.3952748,0.4663013],"study_design_scores_gemma":[0.0001049138,0.000127319,0.04391236,0.00001508159,0.000008632795,0.000007059766,0.0001912392,0.00004072488,0.0006917124,0.0003763273,0.9544247,0.00009992437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6223068,0.0003759502,0.00006148382,0.003388547,0.0000924352,0.0003695467,0.0003068525,0.001319183,0.3717792],"genre_scores_gemma":[0.9966013,0.00007338452,0.00002727895,0.0004366632,0.0001094108,2.941194e-8,0.0006709325,0.00003690162,0.002044061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5591499,"threshold_uncertainty_score":0.9997201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02746513413840943,"score_gpt":0.2307025313108984,"score_spread":0.203237397172489,"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."}}